├── LICENSE
├── Makefile
├── README.md
├── docs
├── .buildinfo
├── .nojekyll
├── IDEA
│ ├── YOLOv11.html
│ ├── image2vec.html
│ ├── 基于RAG优化目标检测模型.html
│ └── 基于prompt的自定义特征描述子.html
├── Implementation
│ ├── articlereproduction_cv.html
│ ├── articlereproduction_nlp.html
│ ├── articlereproduction_rec.html
│ ├── engineeringlandingcomp.html
│ └── index.html
├── List
│ ├── attention.html
│ ├── basis.html
│ ├── batch_normalization.html
│ ├── classification.html
│ ├── convolutional.html
│ ├── cvpr2024.html
│ ├── gan.html
│ ├── index.html
│ ├── llm.html
│ ├── mllm.html
│ ├── multimodal.html
│ ├── nlp.html
│ ├── objectdetection.html
│ ├── rnn.html
│ ├── segementation.html
│ └── transformer.html
├── Method
│ ├── efficent_read_paper.html
│ ├── how_to_read_paper.html
│ ├── index.html
│ ├── paper_10_question.html
│ ├── read_important_tips.html
│ └── reference.html
├── Notes
│ ├── Collation and summary of reading terms.html
│ ├── README.html
│ ├── attention.html
│ ├── batch-regularization
│ │ ├── README.html
│ │ ├── batch-normalization-accelerating-deep-network-training-b-y-reducing-internal-covariate-shift.html
│ │ ├── batch-renormalization-towards-reducing-minibatch-dependence-in-batch-normalized-models.html
│ │ ├── differentiable-learning-to-normalize-via-switchable-normalization.html
│ │ ├── group-normalization.html
│ │ └── instance-normalization-the-missing-ingredient-for-fast-stylization.html
│ ├── detection
│ │ ├── ASFF.html
│ │ ├── ATSS.html
│ │ ├── Cascade-RCNN.html
│ │ ├── CenterMask.html
│ │ ├── DAMO-YOLO.html
│ │ ├── Detr.html
│ │ ├── Dy-yolov7.html
│ │ ├── Edge-YOLO.html
│ │ ├── EfficientDet.html
│ │ ├── FCN.html
│ │ ├── FCOS.html
│ │ ├── FPN.html
│ │ ├── Fast R-CNN.html
│ │ ├── Faster R-CNN.html
│ │ ├── FemtoDet.html
│ │ ├── Gold-YOLO.html
│ │ ├── MDETR.html
│ │ ├── MS-DAYOLO.html
│ │ ├── Mamba-YOLO.html
│ │ ├── Mask R-CNN.html
│ │ ├── Mobilenet-SSDv2.html
│ │ ├── OWL-ViT.html
│ │ ├── OWLv2.html
│ │ ├── OneNet.html
│ │ ├── PP-YOLOE.html
│ │ ├── PP-YOLOv1.html
│ │ ├── PP-YOLOv2.html
│ │ ├── R-FCN.html
│ │ ├── RCNN.html
│ │ ├── RDSNet.html
│ │ ├── RT-DETR.html
│ │ ├── RTMDet.html
│ │ ├── RetinaNet.html
│ │ ├── SABL.html
│ │ ├── SM-NAS.html
│ │ ├── SSD.html
│ │ ├── Scaled-YOLOv4.html
│ │ ├── Simple Multi-dataset Detection.html
│ │ ├── Sparse R-CNN.html
│ │ ├── SparseInst.html
│ │ ├── TSD.html
│ │ ├── VarifocalNet.html
│ │ ├── ViT-YOLO.html
│ │ ├── YOLO-MS.html
│ │ ├── YOLO-World.html
│ │ ├── YOLOD.html
│ │ ├── YOLOF.html
│ │ ├── YOLOOC.html
│ │ ├── YOLOP.html
│ │ ├── YOLOR.html
│ │ ├── YOLOS.html
│ │ ├── YOLOX.html
│ │ ├── YOLOv1.html
│ │ ├── YOLOv10.html
│ │ ├── YOLOv2.html
│ │ ├── YOLOv3.html
│ │ ├── YOLOv4.html
│ │ ├── YOLOv5.html
│ │ ├── YOLOv6.html
│ │ ├── YOLOv6_v3.0.html
│ │ ├── YOLOv7.html
│ │ ├── YOLOv8-AM.html
│ │ ├── YOLOv8.html
│ │ ├── YOLOv9.html
│ │ ├── index.html
│ │ ├── leaderboard.html
│ │ ├── summary.html
│ │ ├── survey_all.html
│ │ ├── yolo综述.html
│ │ └── 目标检测综述20年.html
│ ├── index.html
│ ├── llm
│ │ ├── gpt-v1.html
│ │ ├── gpt-v2.html
│ │ ├── gpt-v3.html
│ │ ├── gpt-v4.html
│ │ ├── index.html
│ │ └── opt.html
│ ├── mm-l
│ │ ├── blip-v1.html
│ │ ├── blip-v2.html
│ │ ├── index.html
│ │ └── 未命名.html
│ ├── module
│ │ ├── aug
│ │ │ ├── AugmentHSV.html
│ │ │ ├── Auto Augment.html
│ │ │ ├── Color Distort.html
│ │ │ ├── Crop.html
│ │ │ ├── Cutmix.html
│ │ │ ├── Expand.html
│ │ │ ├── Flipping.html
│ │ │ ├── Grid Mask.html
│ │ │ ├── Lighting.html
│ │ │ ├── Mixup.html
│ │ │ ├── Mosaic.html
│ │ │ ├── Random Erasing.html
│ │ │ ├── Random Perspective.html
│ │ │ └── Resize.html
│ │ ├── backbone
│ │ │ ├── BlazeNet.html
│ │ │ ├── CSPDarkNet.html
│ │ │ ├── CSPResNet.html
│ │ │ ├── ConvNeXt.html
│ │ │ ├── DLA.html
│ │ │ ├── DarkNet.html
│ │ │ ├── ESNet.html
│ │ │ ├── GhostNet.html
│ │ │ ├── HRNet.html
│ │ │ ├── HardNet.html
│ │ │ ├── LCNet.html
│ │ │ ├── Lite-HRNet.html
│ │ │ ├── MobileNetV1.html
│ │ │ ├── MobileNetV2.html
│ │ │ ├── MobileNetV3.html
│ │ │ ├── Res2Net.html
│ │ │ ├── ResNet.html
│ │ │ ├── SENet.html
│ │ │ ├── ShuffleNetV2.html
│ │ │ └── Swin-Transformer.html
│ │ ├── common
│ │ │ ├── DCNv2.html
│ │ │ ├── EMA.html
│ │ │ ├── Group Norm.html
│ │ │ └── Sync-BN.html
│ │ ├── index.html
│ │ ├── loss
│ │ │ ├── CIoU.html
│ │ │ ├── CT Focal Loss.html
│ │ │ ├── DIoU.html
│ │ │ ├── Detr Loss.html
│ │ │ ├── Fairmot Loss.html
│ │ │ ├── Fcos Loss.html
│ │ │ ├── Focal Loss.html
│ │ │ ├── GFocal Loss.html
│ │ │ ├── GIoU.html
│ │ │ ├── IoUAware.html
│ │ │ ├── JDE Loss.html
│ │ │ ├── KeyPoint Loss.html
│ │ │ ├── SSD Loss.html
│ │ │ ├── Smooth-L1.html
│ │ │ ├── SoloV2 Loss.html
│ │ │ ├── SparseRCNN Loss.html
│ │ │ ├── VariFocal Loss.html
│ │ │ └── YOLO Loss.html
│ │ └── necks
│ │ │ ├── BiFPN.html
│ │ │ ├── BlazeFace-FPN.html
│ │ │ ├── CSP-PAN.html
│ │ │ ├── CenterNet-FPN.html
│ │ │ ├── Custom-PAN.html
│ │ │ ├── ES-PAN.html
│ │ │ ├── FPN.html
│ │ │ ├── HRFPN.html
│ │ │ ├── LC-PAN.html
│ │ │ ├── TTF-FPN.html
│ │ │ └── YOLO-FPN.html
│ ├── neural-network
│ │ ├── README.html
│ │ ├── adam-a-method-for-stochastic-optimization.html
│ │ ├── targeted-dropout.html
│ │ └── wide-and-deep-learning-for-recommender-systems.html
│ ├── segmentation
│ │ └── index.html
│ ├── transformer
│ │ ├── SwinTransformer.html
│ │ ├── ViT.html
│ │ ├── index.html
│ │ └── transformer.html
│ └── transformers
│ │ └── 未命名.html
├── Read
│ ├── README.html
│ ├── alexnet-imagenet-classification-with-deep-convolutional-neural-networks.html
│ ├── index.html
│ ├── learning-efficient-convolutional-networks-through-network-slimming.html
│ ├── m2det-a-single-shot-object-detector-based-on-multi-level-feature-pyramid-network.html
│ └── rich-feature-hierarchies-for-accurate-object-detection-and-semantic-segmentation.html
├── Summary
│ └── index.html
├── _images
│ ├── blipv1_1.png
│ ├── blipv1_10.png
│ ├── blipv1_2.png
│ ├── blipv1_3.png
│ ├── blipv1_4.png
│ ├── blipv1_6.png
│ ├── blipv1_7.png
│ ├── blipv1_8.png
│ └── blipv1_9.png
├── _sources
│ ├── IDEA
│ │ ├── YOLOv11.md
│ │ ├── image2vec.md
│ │ ├── 基于RAG优化目标检测模型.md
│ │ └── 基于prompt的自定义特征描述子.md
│ ├── Implementation
│ │ ├── articlereproduction_cv.md
│ │ ├── articlereproduction_nlp.md
│ │ ├── articlereproduction_rec.md
│ │ ├── engineeringlandingcomp.md
│ │ └── index.md
│ ├── List
│ │ ├── attention.md
│ │ ├── basis.md
│ │ ├── batch_normalization.md
│ │ ├── classification.md
│ │ ├── convolutional.md
│ │ ├── cvpr2024.md
│ │ ├── gan.md
│ │ ├── index.md
│ │ ├── llm.md
│ │ ├── mllm.md
│ │ ├── multimodal.md
│ │ ├── nlp.md
│ │ ├── objectdetection.md
│ │ ├── rnn.md
│ │ ├── segementation.md
│ │ └── transformer.md
│ ├── Method
│ │ ├── efficent_read_paper.md
│ │ ├── how_to_read_paper.md
│ │ ├── index.md
│ │ ├── paper_10_question.md
│ │ ├── read_important_tips.md
│ │ └── reference.md
│ ├── Notes
│ │ ├── Collation and summary of reading terms.md
│ │ ├── README.md
│ │ ├── attention.md
│ │ ├── batch-regularization
│ │ │ ├── README.md
│ │ │ ├── batch-normalization-accelerating-deep-network-training-b-y-reducing-internal-covariate-shift.md
│ │ │ ├── batch-renormalization-towards-reducing-minibatch-dependence-in-batch-normalized-models.md
│ │ │ ├── differentiable-learning-to-normalize-via-switchable-normalization.md
│ │ │ ├── group-normalization.md
│ │ │ └── instance-normalization-the-missing-ingredient-for-fast-stylization.md
│ │ ├── detection
│ │ │ ├── ASFF.md
│ │ │ ├── ATSS.md
│ │ │ ├── Cascade-RCNN.md
│ │ │ ├── CenterMask.md
│ │ │ ├── DAMO-YOLO.md
│ │ │ ├── Detr.md
│ │ │ ├── Dy-yolov7.md
│ │ │ ├── Edge-YOLO.md
│ │ │ ├── EfficientDet.md
│ │ │ ├── FCN.md
│ │ │ ├── FCOS.md
│ │ │ ├── FPN.md
│ │ │ ├── Fast R-CNN.md
│ │ │ ├── Faster R-CNN.md
│ │ │ ├── FemtoDet.md
│ │ │ ├── Gold-YOLO.md
│ │ │ ├── MDETR.md
│ │ │ ├── MS-DAYOLO.md
│ │ │ ├── Mamba-YOLO.md
│ │ │ ├── Mask R-CNN.md
│ │ │ ├── Mobilenet-SSDv2.md
│ │ │ ├── OWL-ViT.md
│ │ │ ├── OWLv2.md
│ │ │ ├── OneNet.md
│ │ │ ├── PP-YOLOE.md
│ │ │ ├── PP-YOLOv1.md
│ │ │ ├── PP-YOLOv2.md
│ │ │ ├── R-FCN.md
│ │ │ ├── RCNN.md
│ │ │ ├── RDSNet.md
│ │ │ ├── RT-DETR.md
│ │ │ ├── RTMDet.md
│ │ │ ├── RetinaNet.md
│ │ │ ├── SABL.md
│ │ │ ├── SM-NAS.md
│ │ │ ├── SSD.md
│ │ │ ├── Scaled-YOLOv4.md
│ │ │ ├── Simple Multi-dataset Detection.md
│ │ │ ├── Sparse R-CNN.md
│ │ │ ├── SparseInst.md
│ │ │ ├── TSD.md
│ │ │ ├── VarifocalNet.md
│ │ │ ├── ViT-YOLO.md
│ │ │ ├── YOLO-MS.md
│ │ │ ├── YOLO-World.md
│ │ │ ├── YOLOD.md
│ │ │ ├── YOLOF.md
│ │ │ ├── YOLOOC.md
│ │ │ ├── YOLOP.md
│ │ │ ├── YOLOR.md
│ │ │ ├── YOLOS.md
│ │ │ ├── YOLOX.md
│ │ │ ├── YOLOv1.md
│ │ │ ├── YOLOv10.md
│ │ │ ├── YOLOv2.md
│ │ │ ├── YOLOv3.md
│ │ │ ├── YOLOv4.md
│ │ │ ├── YOLOv5.md
│ │ │ ├── YOLOv6.md
│ │ │ ├── YOLOv6_v3.0.md
│ │ │ ├── YOLOv7.md
│ │ │ ├── YOLOv8-AM.md
│ │ │ ├── YOLOv8.md
│ │ │ ├── YOLOv9.md
│ │ │ ├── index.md
│ │ │ ├── leaderboard.md
│ │ │ ├── summary.md
│ │ │ ├── survey_all.md
│ │ │ ├── yolo综述.md
│ │ │ └── 目标检测综述20年.md
│ │ ├── index.md
│ │ ├── llm
│ │ │ ├── gpt-v1.md
│ │ │ ├── gpt-v2.md
│ │ │ ├── gpt-v3.md
│ │ │ ├── gpt-v4.md
│ │ │ ├── index.md
│ │ │ └── opt.md
│ │ ├── mm-l
│ │ │ ├── blip-v1.md
│ │ │ ├── blip-v2.md
│ │ │ ├── index.md
│ │ │ └── 未命名.md
│ │ ├── module
│ │ │ ├── aug
│ │ │ │ ├── AugmentHSV.md
│ │ │ │ ├── Auto Augment.md
│ │ │ │ ├── Color Distort.md
│ │ │ │ ├── Crop.md
│ │ │ │ ├── Cutmix.md
│ │ │ │ ├── Expand.md
│ │ │ │ ├── Flipping.md
│ │ │ │ ├── Grid Mask.md
│ │ │ │ ├── Lighting.md
│ │ │ │ ├── Mixup.md
│ │ │ │ ├── Mosaic.md
│ │ │ │ ├── Random Erasing.md
│ │ │ │ ├── Random Perspective.md
│ │ │ │ └── Resize.md
│ │ │ ├── backbone
│ │ │ │ ├── BlazeNet.md
│ │ │ │ ├── CSPDarkNet.md
│ │ │ │ ├── CSPResNet.md
│ │ │ │ ├── ConvNeXt.md
│ │ │ │ ├── DLA.md
│ │ │ │ ├── DarkNet.md
│ │ │ │ ├── ESNet.md
│ │ │ │ ├── GhostNet.md
│ │ │ │ ├── HRNet.md
│ │ │ │ ├── HardNet.md
│ │ │ │ ├── LCNet.md
│ │ │ │ ├── Lite-HRNet.md
│ │ │ │ ├── MobileNetV1.md
│ │ │ │ ├── MobileNetV2.md
│ │ │ │ ├── MobileNetV3.md
│ │ │ │ ├── Res2Net.md
│ │ │ │ ├── ResNet.md
│ │ │ │ ├── SENet.md
│ │ │ │ ├── ShuffleNetV2.md
│ │ │ │ └── Swin-Transformer.md
│ │ │ ├── common
│ │ │ │ ├── DCNv2.md
│ │ │ │ ├── EMA.md
│ │ │ │ ├── Group Norm.md
│ │ │ │ └── Sync-BN.md
│ │ │ ├── index.md
│ │ │ ├── loss
│ │ │ │ ├── CIoU.md
│ │ │ │ ├── CT Focal Loss.md
│ │ │ │ ├── DIoU.md
│ │ │ │ ├── Detr Loss.md
│ │ │ │ ├── Fairmot Loss.md
│ │ │ │ ├── Fcos Loss.md
│ │ │ │ ├── Focal Loss.md
│ │ │ │ ├── GFocal Loss.md
│ │ │ │ ├── GIoU.md
│ │ │ │ ├── IoUAware.md
│ │ │ │ ├── JDE Loss.md
│ │ │ │ ├── KeyPoint Loss.md
│ │ │ │ ├── SSD Loss.md
│ │ │ │ ├── Smooth-L1.md
│ │ │ │ ├── SoloV2 Loss.md
│ │ │ │ ├── SparseRCNN Loss.md
│ │ │ │ ├── VariFocal Loss.md
│ │ │ │ └── YOLO Loss.md
│ │ │ └── necks
│ │ │ │ ├── BiFPN.md
│ │ │ │ ├── BlazeFace-FPN.md
│ │ │ │ ├── CSP-PAN.md
│ │ │ │ ├── CenterNet-FPN.md
│ │ │ │ ├── Custom-PAN.md
│ │ │ │ ├── ES-PAN.md
│ │ │ │ ├── FPN.md
│ │ │ │ ├── HRFPN.md
│ │ │ │ ├── LC-PAN.md
│ │ │ │ ├── TTF-FPN.md
│ │ │ │ └── YOLO-FPN.md
│ │ ├── neural-network
│ │ │ ├── README.md
│ │ │ ├── adam-a-method-for-stochastic-optimization.md
│ │ │ ├── targeted-dropout.md
│ │ │ └── wide-and-deep-learning-for-recommender-systems.md
│ │ ├── segmentation
│ │ │ └── index.md
│ │ ├── transformer
│ │ │ ├── SwinTransformer.md
│ │ │ ├── ViT.md
│ │ │ ├── index.md
│ │ │ └── transformer.md
│ │ └── transformers
│ │ │ └── 未命名.md
│ ├── Read
│ │ ├── README.md
│ │ ├── alexnet-imagenet-classification-with-deep-convolutional-neural-networks.md
│ │ ├── index.md
│ │ ├── learning-efficient-convolutional-networks-through-network-slimming.md
│ │ ├── m2det-a-single-shot-object-detector-based-on-multi-level-feature-pyramid-network.md
│ │ └── rich-feature-hierarchies-for-accurate-object-detection-and-semantic-segmentation.md
│ ├── Summary
│ │ └── index.md
│ └── index.md
├── _static
│ ├── basic.css
│ ├── doctools.js
│ ├── documentation_options.js
│ ├── file.png
│ ├── images
│ │ ├── logo_binder.svg
│ │ ├── logo_colab.png
│ │ ├── logo_deepnote.svg
│ │ └── logo_jupyterhub.svg
│ ├── language_data.js
│ ├── locales
│ │ ├── ar
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── bg
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── bn
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ca
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── cs
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── da
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── de
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── el
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── eo
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── es
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── et
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── fi
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── fr
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── hr
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── id
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── it
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── iw
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ja
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ko
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── lt
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── lv
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ml
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── mr
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ms
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── nl
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── no
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── pl
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── pt
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ro
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ru
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── sk
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── sl
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── sr
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── sv
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ta
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── te
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── tg
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── th
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── tl
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── tr
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── uk
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── ur
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── vi
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ ├── zh_CN
│ │ │ └── LC_MESSAGES
│ │ │ │ ├── booktheme.mo
│ │ │ │ └── booktheme.po
│ │ └── zh_TW
│ │ │ └── LC_MESSAGES
│ │ │ ├── booktheme.mo
│ │ │ └── booktheme.po
│ ├── logo.png
│ ├── minus.png
│ ├── mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
│ ├── panda.png
│ ├── plot_directive.css
│ ├── plus.png
│ ├── pygments.css
│ ├── sbt-webpack-macros.html
│ ├── scripts
│ │ ├── bootstrap.js
│ │ ├── bootstrap.js.LICENSE.txt
│ │ ├── bootstrap.js.map
│ │ ├── pydata-sphinx-theme.js
│ │ ├── pydata-sphinx-theme.js.map
│ │ ├── sphinx-book-theme.js
│ │ └── sphinx-book-theme.js.map
│ ├── searchtools.js
│ ├── sphinx_highlight.js
│ ├── styles
│ │ ├── bootstrap.css
│ │ ├── bootstrap.css.map
│ │ ├── pydata-sphinx-theme.css
│ │ ├── pydata-sphinx-theme.css.map
│ │ ├── sphinx-book-theme.css
│ │ └── theme.css
│ ├── vendor
│ │ └── fontawesome
│ │ │ └── 6.5.1
│ │ │ ├── LICENSE.txt
│ │ │ ├── css
│ │ │ └── all.min.css
│ │ │ ├── js
│ │ │ ├── all.min.js
│ │ │ └── all.min.js.LICENSE.txt
│ │ │ └── webfonts
│ │ │ ├── fa-brands-400.ttf
│ │ │ ├── fa-brands-400.woff2
│ │ │ ├── fa-regular-400.ttf
│ │ │ ├── fa-regular-400.woff2
│ │ │ ├── fa-solid-900.ttf
│ │ │ ├── fa-solid-900.woff2
│ │ │ ├── fa-v4compatibility.ttf
│ │ │ └── fa-v4compatibility.woff2
│ └── webpack-macros.html
├── genindex.html
├── index.html
├── objects.inv
├── search.html
└── searchindex.js
├── img
└── logo.png
├── make.bat
├── source
├── IDEA
│ ├── YOLOv11.md
│ ├── image2vec.md
│ ├── 基于RAG优化目标检测模型.md
│ └── 基于prompt的自定义特征描述子.md
├── Implementation
│ ├── articlereproduction_cv.md
│ ├── articlereproduction_nlp.md
│ ├── articlereproduction_rec.md
│ ├── engineeringlandingcomp.md
│ └── index.md
├── List
│ ├── attention.md
│ ├── basis.md
│ ├── batch_normalization.md
│ ├── classification.md
│ ├── convolutional.md
│ ├── cvpr2024.md
│ ├── gan.md
│ ├── index.md
│ ├── llm.md
│ ├── mllm.md
│ ├── multimodal.md
│ ├── nlp.md
│ ├── objectdetection.md
│ ├── rnn.md
│ ├── segementation.md
│ └── transformer.md
├── Method
│ ├── efficent_read_paper.md
│ ├── how_to_read_paper.md
│ ├── index.md
│ ├── paper_10_question.md
│ ├── read_important_tips.md
│ └── reference.md
├── Notes
│ ├── Collation and summary of reading terms.md
│ ├── README.md
│ ├── attention.md
│ ├── batch-regularization
│ │ ├── README.md
│ │ ├── batch-normalization-accelerating-deep-network-training-b-y-reducing-internal-covariate-shift.md
│ │ ├── batch-renormalization-towards-reducing-minibatch-dependence-in-batch-normalized-models.md
│ │ ├── differentiable-learning-to-normalize-via-switchable-normalization.md
│ │ ├── group-normalization.md
│ │ └── instance-normalization-the-missing-ingredient-for-fast-stylization.md
│ ├── detection
│ │ ├── ASFF.md
│ │ ├── ATSS.md
│ │ ├── Cascade-RCNN.md
│ │ ├── CenterMask.md
│ │ ├── DAMO-YOLO.md
│ │ ├── Detr.md
│ │ ├── Dy-yolov7.md
│ │ ├── Edge-YOLO.md
│ │ ├── EfficientDet.md
│ │ ├── FCN.md
│ │ ├── FCOS.md
│ │ ├── FPN.md
│ │ ├── Fast R-CNN.md
│ │ ├── Faster R-CNN.md
│ │ ├── FemtoDet.md
│ │ ├── Gold-YOLO.md
│ │ ├── MDETR.md
│ │ ├── MS-DAYOLO.md
│ │ ├── Mamba-YOLO.md
│ │ ├── Mask R-CNN.md
│ │ ├── Mobilenet-SSDv2.md
│ │ ├── OWL-ViT.md
│ │ ├── OWLv2.md
│ │ ├── OneNet.md
│ │ ├── PP-YOLOE.md
│ │ ├── PP-YOLOv1.md
│ │ ├── PP-YOLOv2.md
│ │ ├── R-FCN.md
│ │ ├── RCNN.md
│ │ ├── RDSNet.md
│ │ ├── RT-DETR.md
│ │ ├── RTMDet.md
│ │ ├── RetinaNet.md
│ │ ├── SABL.md
│ │ ├── SM-NAS.md
│ │ ├── SSD.md
│ │ ├── Scaled-YOLOv4.md
│ │ ├── Simple Multi-dataset Detection.md
│ │ ├── Sparse R-CNN.md
│ │ ├── SparseInst.md
│ │ ├── TSD.md
│ │ ├── VarifocalNet.md
│ │ ├── ViT-YOLO.md
│ │ ├── YOLO-MS.md
│ │ ├── YOLO-World.md
│ │ ├── YOLOD.md
│ │ ├── YOLOF.md
│ │ ├── YOLOOC.md
│ │ ├── YOLOP.md
│ │ ├── YOLOR.md
│ │ ├── YOLOS.md
│ │ ├── YOLOX.md
│ │ ├── YOLOv1.md
│ │ ├── YOLOv10.md
│ │ ├── YOLOv2.md
│ │ ├── YOLOv3.md
│ │ ├── YOLOv4.md
│ │ ├── YOLOv5.md
│ │ ├── YOLOv6.md
│ │ ├── YOLOv6_v3.0.md
│ │ ├── YOLOv7.md
│ │ ├── YOLOv8-AM.md
│ │ ├── YOLOv8.md
│ │ ├── YOLOv9.md
│ │ ├── index.md
│ │ ├── leaderboard.md
│ │ ├── summary.md
│ │ ├── yolo综述.md
│ │ └── 目标检测综述20年.md
│ ├── index.md
│ ├── llm
│ │ ├── gpt-v1.md
│ │ ├── gpt-v2.md
│ │ ├── gpt-v3.md
│ │ ├── gpt-v4.md
│ │ ├── index.md
│ │ └── opt.md
│ ├── mm-l
│ │ ├── blip-v1.md
│ │ ├── blip-v2.md
│ │ ├── figures
│ │ │ ├── blipv1_1.png
│ │ │ ├── blipv1_10.png
│ │ │ ├── blipv1_2.png
│ │ │ ├── blipv1_3.png
│ │ │ ├── blipv1_4.png
│ │ │ ├── blipv1_6.png
│ │ │ ├── blipv1_7.png
│ │ │ ├── blipv1_8.png
│ │ │ └── blipv1_9.png
│ │ ├── index.md
│ │ └── 未命名.md
│ ├── module
│ │ ├── aug
│ │ │ ├── AugmentHSV.md
│ │ │ ├── Auto Augment.md
│ │ │ ├── Color Distort.md
│ │ │ ├── Crop.md
│ │ │ ├── Cutmix.md
│ │ │ ├── Expand.md
│ │ │ ├── Flipping.md
│ │ │ ├── Grid Mask.md
│ │ │ ├── Lighting.md
│ │ │ ├── Mixup.md
│ │ │ ├── Mosaic.md
│ │ │ ├── Random Erasing.md
│ │ │ ├── Random Perspective.md
│ │ │ └── Resize.md
│ │ ├── backbone
│ │ │ ├── BlazeNet.md
│ │ │ ├── CSPDarkNet.md
│ │ │ ├── CSPResNet.md
│ │ │ ├── ConvNeXt.md
│ │ │ ├── DLA.md
│ │ │ ├── DarkNet.md
│ │ │ ├── ESNet.md
│ │ │ ├── GhostNet.md
│ │ │ ├── HRNet.md
│ │ │ ├── HardNet.md
│ │ │ ├── LCNet.md
│ │ │ ├── Lite-HRNet.md
│ │ │ ├── MobileNetV1.md
│ │ │ ├── MobileNetV2.md
│ │ │ ├── MobileNetV3.md
│ │ │ ├── Res2Net.md
│ │ │ ├── ResNet.md
│ │ │ ├── SENet.md
│ │ │ ├── ShuffleNetV2.md
│ │ │ └── Swin-Transformer.md
│ │ ├── common
│ │ │ ├── DCNv2.md
│ │ │ ├── EMA.md
│ │ │ ├── Group Norm.md
│ │ │ └── Sync-BN.md
│ │ ├── index.md
│ │ ├── loss
│ │ │ ├── CIoU.md
│ │ │ ├── CT Focal Loss.md
│ │ │ ├── DIoU.md
│ │ │ ├── Detr Loss.md
│ │ │ ├── Fairmot Loss.md
│ │ │ ├── Fcos Loss.md
│ │ │ ├── Focal Loss.md
│ │ │ ├── GFocal Loss.md
│ │ │ ├── GIoU.md
│ │ │ ├── IoUAware.md
│ │ │ ├── JDE Loss.md
│ │ │ ├── KeyPoint Loss.md
│ │ │ ├── SSD Loss.md
│ │ │ ├── Smooth-L1.md
│ │ │ ├── SoloV2 Loss.md
│ │ │ ├── SparseRCNN Loss.md
│ │ │ ├── VariFocal Loss.md
│ │ │ └── YOLO Loss.md
│ │ └── necks
│ │ │ ├── BiFPN.md
│ │ │ ├── BlazeFace-FPN.md
│ │ │ ├── CSP-PAN.md
│ │ │ ├── CenterNet-FPN.md
│ │ │ ├── Custom-PAN.md
│ │ │ ├── ES-PAN.md
│ │ │ ├── FPN.md
│ │ │ ├── HRFPN.md
│ │ │ ├── LC-PAN.md
│ │ │ ├── TTF-FPN.md
│ │ │ └── YOLO-FPN.md
│ ├── neural-network
│ │ ├── README.md
│ │ ├── adam-a-method-for-stochastic-optimization.md
│ │ ├── targeted-dropout.md
│ │ └── wide-and-deep-learning-for-recommender-systems.md
│ ├── segmentation
│ │ └── index.md
│ └── transformer
│ │ ├── SwinTransformer.md
│ │ ├── ViT.md
│ │ ├── index.md
│ │ └── transformer.md
├── Read
│ ├── README.md
│ ├── alexnet-imagenet-classification-with-deep-convolutional-neural-networks.md
│ ├── index.md
│ ├── learning-efficient-convolutional-networks-through-network-slimming.md
│ ├── m2det-a-single-shot-object-detector-based-on-multi-level-feature-pyramid-network.md
│ └── rich-feature-hierarchies-for-accurate-object-detection-and-semantic-segmentation.md
├── Summary
│ └── index.md
├── _static
│ ├── logo.png
│ └── panda.png
├── conf.py
├── cvpr2024.md
└── index.md
└── update.sh
/LICENSE:
--------------------------------------------------------------------------------
1 | MIT License
2 |
3 | Copyright (c) 2021 Xu Lin
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 |
--------------------------------------------------------------------------------
/Makefile:
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1 | # Minimal makefile for Sphinx documentation
2 | #
3 |
4 | # You can set these variables from the command line, and also
5 | # from the environment for the first two.
6 | SPHINXOPTS ?=
7 | SPHINXBUILD ?= sphinx-build
8 | SOURCEDIR = source
9 | BUILDDIR = build
10 |
11 | # Put it first so that "make" without argument is like "make help".
12 | help:
13 | @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
14 |
15 | .PHONY: help Makefile
16 |
17 | # Catch-all target: route all unknown targets to Sphinx using the new
18 | # "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
19 | %: Makefile
20 | @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
21 |
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/README.md:
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1 | # PaperReadNotes
2 |
3 |
4 |
5 | 
6 |
7 | Paper reading notes
8 |
9 | [English](README.md) | [简体中文](README.zh-CN.md)
10 |
11 |
12 | ---
13 |
14 |    
15 | [](https://github.com/isLinXu/PaperReadNotes)    
16 |
17 |
18 |
19 |
20 |
21 | - https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap
22 |
23 | ## build
24 | ```
25 | make html
26 | ```
27 |
28 | ## update
29 | ```
30 | make html
31 | mv build/html/* docs
32 | git add docs
33 | git commit -m "update docs"
34 | git push
35 | ```
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/docs/.buildinfo:
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1 | # Sphinx build info version 1
2 | # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
3 | config: e9cbc5e873b60197b3069ae850c1efaa
4 | tags: 645f666f9bcd5a90fca523b33c5a78b7
5 |
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/docs/_sources/IDEA/image2vec.md:
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1 | 参考 word2vec 的方式
2 |
3 | | word2vec | image2vec |
4 | | -------- | --------- |
5 | | | |
6 | | | |
7 | | | |
8 | 词-子图对象
9 | 词干-图像背景
10 | 字符语义-图像语义
11 |
12 | 要设计并实现一个类似于Word2Vec的Image2Vec模型,我们需要考虑如何将图像数据转换为可以表示图像语义的向量。这里我们可以借鉴Word2Vec的思想,通过学习图像之间的上下文关系来捕获图像的语义信息。以下是一个简单的实现步骤:
13 |
14 | 1. 数据预处理:首先,我们需要将图像数据集转换为适合输入神经网络的格式。这可能包括缩放图像大小、归一化像素值等。此外,我们还需要为图像数据集构建一个上下文关系,这可以通过将图像按照某种顺序排列(例如,基于图像类别或场景)或者基于图像之间的相似性来实现。
15 |
16 | 2. 特征提取:为了将图像转换为向量表示,我们需要从图像中提取特征。这可以通过使用预训练的卷积神经网络(CNN)模型来实现。我们可以选择一个适当的预训练模型(如VGG、ResNet等),并将其作为特征提取器使用。具体来说,我们可以去掉模型的最后一层(通常是全连接层或分类层),并使用倒数第二层的输出作为图像的向量表示。
17 |
18 | 3. 上下文关系学习:与Word2Vec类似,我们需要学习图像之间的上下文关系。我们可以使用类似于Skip-gram或CBOW的方法来实现这一目标。在这个阶段,我们可以将特征提取步骤中得到的图像向量作为输入,然后使用神经网络来学习图像之间的上下文关系。例如,对于Skip-gram方法,我们可以尝试预测给定图像的上下文图像;而对于CBOW方法,我们可以尝试根据给定的上下文图像预测中心图像。
19 |
20 | 4. 训练和优化:通过大量的训练数据来训练和优化我们的Image2Vec模型。在训练过程中,我们需要不断调整模型参数,以便更好地捕获图像之间的上下文关系。训练完成后,我们可以得到一个能够将图像转换为向量表示的模型。
21 |
22 | 5. 应用和评估:使用训练好的Image2Vec模型进行下游任务,如图像检索、分类、聚类等。通过评估模型在这些任务上的性能,我们可以验证Image2Vec模型是否能够有效地捕获图像的语义信息。
23 |
24 |
25 | 在这个过程中,我们可以将词汇与子图对象相类比,将词汇的上下文关系与图像背景相类比,以及将字符语义与图像语义相类比。通过学习图像之间的上下文关系,我们可以构建一个类似于Word2Vec的Image2Vec模型,从而实现对图像语义信息的捕获。
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/docs/_sources/Implementation/index.md:
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1 | # 论文复现指南
2 | ```{toctree}
3 | :maxdepth: 2
4 | articlereproduction_cv
5 | articlereproduction_nlp
6 | articlereproduction_rec
7 | engineeringlandingcomp
8 | ```
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1 | ## 注意力部分(attention)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------ | ------ | ---- | ---- |
5 | | 1 | Attention-Based Models for Speech Recognition | | 混合注意力机制论文 | | 2015 | |
6 | | 2 | Effective Approaches to Attention-based Neural Machine Translation | | 孪生注意力论文 | | 2015 | |
7 | | 3 | Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks | | 各自升级的孪生注意力论文 | | 2016 | |
8 | | 4 | NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE | | 孪生注意力论文 | | 2016 | |
9 | | 5 | Attention Is All You Need | | 大道至简的注意力论文 | | 2017 | |
10 | | 6 | Online and Linear-Time Attention by Enforcing Monotonic Alignments | | 单调注意力机制论文 | | 2017 | |
11 | | | | | | | | |
12 | | | | | | | | |
13 |
14 | ##
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/docs/_sources/List/basis.md:
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1 | ## 神经网络基础(basis)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | -------------------------------------------- | ----- | ---- | ------ | ---- | ---- |
5 | | 1 | ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION | | | | 2015 | |
6 | | 2 | Wide & Deep Learning for Recommender Systems | | | | 2016 | |
7 | | 3 | Targeted Dropout | | | | | |
8 | | | | | | | | |
9 | | | | | | | | |
10 |
11 |
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/docs/_sources/List/batch_normalization.md:
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1 | ## 批量&正则化(batch&normalization)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ---------------------- | ------ | ---- | ---- |
5 | | 1 | Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift | | 批量正则化论文 | | 2015 | |
6 | | 2 | Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models | | ReNorm算法论文 | | 2017 | |
7 | | | Instance Normalization: The Missing Ingredient for Fast Stylization | | 实例归一化论文 | | 2017 | |
8 | | 3 | Group Normalization | | GroupNorm算法论文 | | 2018 | |
9 | | 4 | DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION | | SwitchableNorm算法论文 | | 2019 | |
10 | | | | | | | | |
11 |
12 | ##
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/docs/_sources/List/convolutional.md:
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1 | ## 高级卷积网络知识(Convolutional)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------- | ------ | ---- | ---- |
5 | | 1 | Convolutional Neural Networks for Sentence Classification | | 卷积网络新玩法TextCNN模型 | | 2014 | |
6 | | 2 | MATRIX CAPSULES WITH EM ROUTING | | 矩阵胶囊网络与EM路由算法 | | | |
7 | | 3 | Dynamic Routing Between Capsules | | 胶囊网络与动态路由的论文 | | 2017 | |
8 | | 4 | Information Aggregation via Dynamic Routing for Sequence Encoding | | 胶囊网络的其它用处 | | 2018 | |
9 | | | | | | | | |
10 |
11 | ##
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1 | ## AI合成部分(GAN)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | -------------------- | ------ | ---- | ---- |
5 | | 1 | Improved Training of Wasserstein GANs | | RNN.WGAN | | 2017 | |
6 | | 2 | TACOTRON: TOWARDS END-TO-END SPEECH SYNTHESIS | | Tacotron与Tacotron-2 | | 2017 | |
7 | | 4 | AttGAN: Facial Attribute Editing by Only Changing What You Want | | AttGAN | | 2018 | |
8 | | 5 | DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks | | DeblurGAN | | 2018 | |
9 | | 6 | NATURAL TTS SYNTHESIS BY CONDITIONING WAVENET ON MEL SPECTROGRAM PREDICTIONS | | Tacotron&Tacotron-2 | | 2018 | |
10 | | | | | | | | |
11 |
12 | ##
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/docs/_sources/List/index.md:
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1 | # 论文阅读清单
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | basis.md
6 | attention.md
7 | batch_normalization.md
8 | classification.md
9 | convolutional.md
10 | gan.md
11 | nlp.md
12 | objectdetection.md
13 | rnn.md
14 | segementation.md
15 | transformer.md
16 | multimodal.md
17 | llm.md
18 | ```
19 |
20 |
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/docs/_sources/List/multimodal.md:
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1 | ## 多模态(MultiModal Learning)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------------------------------------ | ------------------------------------------------------------ | ---- | ---- |
5 | | | | | | | 2022 | |
6 | | | BLIP: Bootstrapping Language-Image Pre-training | | 视觉语言预训练 | Introduced by Li et al. | 2022 | |
7 | | | BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models | | 使用冻结图像编码器和大型语言模型进行引导语言图像预训练 | [Junnan Li](https://paperswithcode.com/author/junnan-li),[Dongxu Li](https://paperswithcode.com/author/dongxu-li),[Silvio Savarese](https://paperswithcode.com/author/silvio-savarese),[Steven Hoi](https://paperswithcode.com/author/steven-hoi) | 2023 | |
8 | | | | | | | | |
9 | | | | | | | | |
10 |
11 | ##
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1 | ## 自然语言处理(NLP)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------- | ---------- | --------- | ------ | ---- | ---- |
5 | | 1 | Attention Is All You Need | 注意力机制 | Attention | | | |
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1 | ## 循环神经网络(RNN)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------ | ------ | ---- | ---- |
5 | | 1 | QUASI-RECURRENT NEURAL NETWORKS | | QRNN | | 2016 | |
6 | | 2 | Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN | | IndRNN | | 2018 | |
7 | | 3 | THE UNREASONABLE EFFECTIVENESS OF THE FORGET GATE | | IndRNN | | 2018 | |
8 | | 4 | Simple Recurrent Units for Highly Parallelizable Recurrence | | SRU | | 2018 | |
9 | | 5 | | | | | | |
10 |
11 | ##
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/docs/_sources/Method/index.md:
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1 | # 论文阅读指南
2 | ```{toctree}
3 | :maxdepth: 2
4 | efficent_read_paper.md
5 | how_to_read_paper.md
6 | paper_10_question.md
7 | read_important_tips.md
8 | reference.md
9 | ```
10 |
11 |
12 |
13 |
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/docs/_sources/Method/paper_10_question.md:
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1 | # 论文速读十问
2 |
3 | ---
4 |
5 | 论文速读十问是可以快速理解论文主旨的一套框架。
6 |
7 | - 1、这篇论文试图解决什么问题?
8 | - 2、这是否是一个新的问题?
9 | - 3、这篇文章要验证一个什么科学假设?
10 | - 4、有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?
11 | - 5、论文中提到的解决方案之关键是什么?
12 | - 6、论文中的实验是如何设计的?
13 | - 7、用于定量评估的数据集上什么?代码有没有开源?
14 | - 8、论文中的实验及结果有没有很好地支持需要验证的科学假设?
15 | - 9、这篇论文到底有什么贡献?
16 | - 10、下一步呢?有什么工作可以继续深入?
17 |
18 |
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/docs/_sources/Notes/README.md:
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1 | # Notes
2 |
3 |
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/docs/_sources/Notes/attention.md:
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1 | # Attention
2 |
3 |
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/docs/_sources/Notes/batch-regularization/README.md:
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1 | # Batch Regularization
2 |
3 | ### 批量正则化
4 |
5 | | Num | Title | Field | Desc | Author | Time | read |
6 | | --- | --------------------------------------------------------------------------------------------- | ----- | ------------------ | ------ | ---- | ---- |
7 | | 1 | Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift | | 批量正则化论文 | | 2015 | |
8 | | 2 | Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models | | ReNorm算法论文 | | 2017 | |
9 | | 3 | Instance Normalization: The Missing Ingredient for Fast Stylization | | 实例归一化论文 | | 2017 | |
10 | | 4 | Group Normalization | | GroupNorm算法论文 | | 2018 | |
11 | | 5 | DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION | | SwitchableNorm算法论文 | | 2019 | |
12 | | | | | | | | |
13 |
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/docs/_sources/Notes/batch-regularization/batch-normalization-accelerating-deep-network-training-b-y-reducing-internal-covariate-shift.md:
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1 | # Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift
2 |
3 |
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/docs/_sources/Notes/batch-regularization/batch-renormalization-towards-reducing-minibatch-dependence-in-batch-normalized-models.md:
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1 | # Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models
2 |
3 |
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/docs/_sources/Notes/batch-regularization/differentiable-learning-to-normalize-via-switchable-normalization.md:
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1 | # DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION
2 |
3 |
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/docs/_sources/Notes/batch-regularization/group-normalization.md:
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1 | # Group Normalization
2 |
3 |
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/docs/_sources/Notes/batch-regularization/instance-normalization-the-missing-ingredient-for-fast-stylization.md:
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1 | # Instance Normalization: The Missing Ingredient for Fast Stylization
2 |
3 |
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/docs/_sources/Notes/detection/Dy-yolov7.md:
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1 | # DY-yolov7
2 |
3 | **标题:** DynamicDet: A Unified Dynamic Architecture for Object Detection
4 |
5 | **作者:** Zhihao Lin, Yongtao Wang, Jinhe Zhang, Xiaojie Chu
6 |
7 | **机构:** Institute of Computer Technology, Peking University
8 |
9 | **摘要:**
10 | 本文提出了一种名为DynamicDet的动态目标检测框架。动态神经网络是深度学习中的一个新兴研究领域,能够实现自适应推理,显著提高准确性和计算效率。然而,设计一个强大的动态检测器面临挑战,因为缺乏合适的动态架构和目标检测的退出标准。为了解决这些问题,作者提出了一个基于目标检测任务特性的动态架构,并通过自适应路由器自动分析多尺度信息并决定推理路径。此外,作者还提出了一种新颖的优化策略,基于检测损失为动态检测器提供退出标准,并提出了一种变速推理策略,实现准确性和速度之间的广泛权衡。在COCO基准测试上的广泛实验表明,所提出的DynamicDet实现了新的最先进的准确性-速度权衡。
11 |
12 | **1. 工作内容与动机:**
13 | 动机:设计一个强大的动态检测器,以实现目标检测任务中的准确性和计算效率的显著提升。
14 | 工作:提出了DynamicDet框架,包括动态架构、自适应路由器、优化策略和变速推理策略。
15 |
16 | **2. 解决的问题:**
17 | 解决了动态目标检测中缺乏合适架构和退出标准的问题。
18 |
19 | **3. 新问题:**
20 | 是的,提出了一个新的问题解决方案,即如何在目标检测任务中实现动态推理。
21 |
22 | **4. 科学假设:**
23 | 假设通过设计一个动态架构和自适应路由器,可以有效地提高目标检测的准确性和速度。
24 |
25 | **5. 相关研究:**
26 | - 动态神经网络:如Branchynet、MSDNet、DVT等。
27 | - 目标检测架构:如YOLO系列、Faster R-CNN、Mask R-CNN等。
28 | - 网络架构搜索(NAS):如DetNAS等。
29 | - 动态推理:如Adaptive Feeding等。
30 | 领域内值得关注的研究员包括但不限于上述工作的主要作者。
31 |
32 | **6. 解决方案的关键:**
33 | - 动态架构:支持多尺度信息的动态退出。
34 | - 自适应路由器:基于多尺度特征预测图像难度并自动决策。
35 | - 优化策略:无超参数的优化策略,使用自适应偏移训练动态检测器。
36 | - 变速推理策略:通过设置不同的难度分数阈值实现不同的准确性-速度权衡。
37 |
38 | **7. 实验设计:**
39 | 在COCO基准测试上进行实验,训练和测试使用标准的COCO数据集分割。使用YOLOv7系列模型作为基线,并与其他最新的实时目标检测器进行比较。
40 |
41 | **8. 数据集与代码:**
42 | 使用COCO数据集进行定量评估。代码已在GitHub上开源:[https://github.com/VDIGPKU/DynamicDet](https://github.com/VDIGPKU/DynamicDet) 。
43 |
44 | **9. 实验结果:**
45 | 实验结果支持了DynamicDet在准确性和速度之间实现新的权衡,并且在不同的推理速度下都能保持良好的性能。
46 |
47 | **10. 论文贡献:**
48 | - 提出了一种新的动态目标检测框架DynamicDet。
49 | - 设计了自适应路由器和优化策略,提高了目标检测的准确性和速度。
50 | - 实现了变速推理策略,允许使用单一动态检测器实现广泛的准确性-速度权衡。
51 | - 在COCO基准测试上取得了新的最先进的结果。
52 |
53 | **11. 下一步工作:**
54 | - 进一步优化动态架构,以适应更广泛的目标检测任务。
55 | - 探索将DynamicDet应用于其他视觉任务,如实例分割、语义分割等。
56 | - 研究如何将DynamicDet与其他先进的神经网络架构(如Transformer)结合,以进一步提高性能。
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1 | # Mobilenet-SSDv2
2 |
3 | **标题:** Mobilenet-SSDv2: An Improved Object Detection Model for Embedded Systems
4 |
5 | **作者:** Yu-Chen Chiu, Chi-Yi Tsai, Mind-Da Ruan, Guan-Yu Shen, Tsu-Tian Lee
6 |
7 | **摘要:** 本文提出了一个基于Mobilenet-v2的轻量级目标检测模型,适用于计算资源有限的嵌入式系统。该模型结合了特征金字塔网络(FPN)技术,以提高检测精度和稳定性。在VOC数据集上,所提出的模型达到了75.9% mAP的检测准确率,并在Nvidia Jetson AGX Xavier平台上实现了每秒19帧的处理速度。
8 |
9 | **1. 做了什么工作,它的动机是什么?**
10 | 工作:提出了Mobilenet-SSDv2,一个改进的、适用于嵌入式系统的目标检测模型。
11 | 动机:现有的目标检测模型在嵌入式平台上运行时计算成本高,无法满足实时性能的需求。为了在资源受限的嵌入式系统中实现实时且准确的目标检测,需要一个轻量级的模型。
12 |
13 | **2. 试图解决什么问题?**
14 | 试图解决的问题是在嵌入式系统中实现轻量级且高准确率的目标检测,特别是在自动驾驶辅助系统(ADAS)中。
15 |
16 | **3. 这是否是一个新的问题?**
17 | 这不是一个全新的问题,但在深度学习时代,随着对实时性和准确性要求的提高,如何在资源受限的平台上部署高效的目标检测模型成为了一个活跃的研究课题。
18 |
19 | **4. 这篇文章要验证一个什么科学假设?**
20 | 假设:通过结合Mobilenet-v2和FPN技术,可以开发出一个既轻量级又保持高准确率的目标检测模型,适用于资源受限的嵌入式平台。
21 |
22 | **5. 有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
23 | - 相关研究包括SSD、YOLO、RetinaNet、M2det等目标检测算法。
24 | - 归类:这些研究可以归类为基于深度学习的目标检测方法。
25 | - 领域内值得关注的研究员:包括但不限于本论文的作者以及在引用文献中提到的其他贡献者,如Joseph Redmon、Ross Girshick等。
26 |
27 | **6. 论文中提到的解决方案之关键是什么?**
28 | 解决方案的关键是使用Mobilenet-v2作为骨干网络,并集成FPN技术来提高目标检测的准确性和稳定性。
29 |
30 | **7. 论文中的实验是如何设计的?**
31 | 实验设计包括使用Pascal VOC数据集进行网络模型训练和测试,并与现有的Mobilenet-SSD检测器进行性能比较。实验还包括在Nvidia Jetson AGX Xavier平台上处理720p视频流的实时性能测试。
32 |
33 | **8. 用于定量评估的数据集上什么?代码有没有开源?**
34 | 使用的数据集是Pascal VOC。文中没有提到代码是否开源。
35 |
36 | **9. 论文中的实验及结果有没有很好地支持需要验证的科学假设?**
37 | 实验结果支持了科学假设,所提出的Mobilenet-SSDv2检测器在保持轻量级的同时,提高了目标检测的准确率。
38 |
39 | **10. 这篇论文到底有什么贡献?**
40 | - 提出了一个基于Mobilenet-v2和FPN的轻量级目标检测模型,适用于嵌入式系统。
41 | - 在VOC数据集上达到了75.9% mAP的检测准确率,并在Nvidia Jetson AGX Xavier平台上实现了19 FPS的处理速度。
42 |
43 | **11. 下一步呢?有什么工作可以继续深入?**
44 | - 继续优化检测网络模型,包括减少内存使用和增加网络计算速度。
45 | - 探索模型在其他嵌入式平台和不同应用场景中的性能表现。
46 | - 研究如何进一步减少模型大小和计算复杂度,以适应更多资源受限的环境。
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1 | # OWL-ViT
2 |
3 | **标题:** Simple Open-Vocabulary Object Detection with Vision Transformers
4 |
5 | **作者:** Matthias Minderer, Alexey Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, and Neil Houlsby
6 |
7 | **机构:** Google Research
8 |
9 | **摘要:** 本文提出了一种将图像-文本模型迁移到开放词汇表对象检测的强大方法。使用标准的Vision Transformer架构,通过对比图像-文本预训练和端到端检测微调,实现了对训练中未见类别的强开放词汇表检测。
10 |
11 | **关键词:** 开放词汇表检测、变换器、视觉变换器、零样本检测、图像条件检测、单样本对象检测、对比学习、图像-文本模型、基础模型、CLIP
12 |
13 | 回答问题:
14 |
15 | 1. **这篇论文做了什么工作,它的动机是什么?**
16 | - 论文提出了一种简单的架构和端到端的训练方法,用于将图像-文本模型迁移到开放词汇表的对象检测任务。动机是在长尾和开放词汇表设置中,训练数据相对稀缺,而现有的预训练和扩展方法尚未在对象检测中得到很好的建立。
17 |
18 | 2. **这篇论文试图解决什么问题?**
19 | - 论文试图解决开放词汇表对象检测问题,特别是在训练数据稀缺的情况下,如何有效地利用大规模图像-文本预训练模型来提高检测性能。
20 |
21 | 3. **这是否是一个新的问题?**
22 | - 开放词汇表对象检测是一个相对较新的研究方向,它要求模型能够识别在训练期间未见过的类别。
23 |
24 | 4. **这篇文章要验证一个什么科学假设?**
25 | - 假设是通过大规模图像-文本预训练和适当的迁移学习策略,可以实现对未见类别的有效检测。
26 |
27 | 5. **有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
28 | - 相关研究包括对比视觉-语言预训练、封闭词汇表对象检测、长尾和开放词汇表对象检测以及图像条件检测。领域内值得关注的研究员包括但不限于论文作者团队,以及在引用文献中提到的其他研究者,如N. Carion, A. Radford, A. Frome 等。
29 |
30 | 6. **论文中提到的解决方案之关键是什么?**
31 | - 解决方案的关键是使用标准的Vision Transformer架构,通过对比图像-文本预训练,然后通过端到端的检测微调来迁移到开放词汇表对象检测。此外,还引入了轻量级的分类和边界框头部,并使用了文本模型中的类名嵌入来启用开放词汇表分类。
32 |
33 | 7. **论文中的实验是如何设计的?**
34 | - 实验设计包括图像级别的对比预训练和目标检测器的微调。使用了不同的模型大小、训练持续时间以及不同的数据集组合来评估模型性能。
35 |
36 | 8. **用于定量评估的数据集上什么?代码有没有开源?**
37 | - 使用了COCO、LVIS和O365等数据集进行评估。代码和模型已经在GitHub上开源。
38 |
39 | 9. **论文中的实验及结果有没有很好地支持需要验证的科学假设?**
40 | - 是的,实验结果表明,通过增加模型大小和预训练持续时间,可以一致地提高下游检测任务的性能,这支持了论文的科学假设。
41 |
42 | 10. **这篇论文到底有什么贡献?**
43 | - 提出了一种简单且强大的方法来迁移图像级预训练到开放词汇表对象检测;在单样本(图像条件)检测上取得了突破性进展;提供了详细的扩展和消融研究来证明设计选择的合理性。
44 |
45 | 11. **下一步呢?有什么工作可以继续深入?**
46 | - 未来的工作可以探索更大规模的数据集和模型,或者研究如何进一步提高模型对于极端长尾分布中罕见类别的检测性能。此外,可以研究如何将这种开放词汇表检测方法应用到其他视觉任务中,或者探索不同的迁移学习策略。
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1 | # OWLv2
2 | **标题:** Scaling Open-Vocabulary Object Detection
3 |
4 | **作者:** Matthias Minderer, Alexey Gritsenko, Neil Houlsby
5 |
6 | **机构:** Google DeepMind
7 |
8 | **摘要:** 本文通过自训练方法扩展了开放词汇表对象检测的数据集,利用现有的检测器为图像-文本对生成伪框注释。通过解决标签空间选择、伪注释过滤和训练效率等挑战,提出了OWLv2模型和OWL-ST自训练方法。在超过10M示例的规模上,OWL-ST实现了显著的性能提升。
9 |
10 | **关键词:** 开放词汇表对象检测、自训练、弱监督、图像-文本对
11 |
12 |
13 | 回答问题:
14 |
15 | 1. **这篇论文做了什么工作,它的动机是什么?**
16 | - 论文提出了一种通过自训练扩展开放词汇表对象检测数据集的方法。动机是现有的开放词汇表检测模型受限于可用的检测训练数据,而自训练可以利用网络图像-文本对作为弱监督来生成大量训练数据。
17 |
18 | 2. **这篇论文试图解决什么问题?**
19 | - 论文试图解决开放词汇表对象检测中训练数据稀缺的问题。
20 |
21 | 3. **这是否是一个新的问题?**
22 | - 开放词汇表对象检测本身不是一个新问题,但利用自训练在如此大的规模上解决该问题是新颖的。
23 |
24 | 4. **这篇文章要验证一个什么科学假设?**
25 | - 假设是自训练可以通过利用大规模的图像-文本对作为弱监督来提高开放词汇表对象检测的性能。
26 |
27 | 5. **有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
28 | - 相关研究包括使用视觉-语言模型(VLMs)进行对象检测的方法,如ViLD、F-VLM、RegionCLIP等。这些可以归类为利用弱监督信息进行对象检测的研究。领域内值得关注的研究员包括但不限于论文作者以及在引用文献中提到的其他研究者。
29 |
30 | 6. **论文中提到的解决方案之关键是什么?**
31 | - 解决方案的关键是使用自训练来生成伪注释,选择合适的标签空间,过滤伪注释,以及提高训练效率。
32 |
33 | 7. **论文中的实验是如何设计的?**
34 | - 实验设计包括使用OWL-ViT模型在大规模WebLI数据集上生成伪注释,然后使用这些伪注释通过自训练来训练新的检测模型。此外,还包括了在人类标注数据上进行微调的可选步骤。
35 |
36 | 8. **用于定量评估的数据集上什么?代码有没有开源?**
37 | - 使用了LVIS和ODinW(Object Detection in the Wild)等数据集进行评估。代码已在相关的Google Colab链接和文档中提供。
38 |
39 | 9. **论文中的实验及结果有没有很好地支持需要验证的科学假设?**
40 | - 是的,实验结果表明,通过自训练方法,模型在LVIS rare类别上的性能得到了显著提升,这支持了自训练可以提高开放词汇表对象检测性能的假设。
41 |
42 | 10. **这篇论文到底有什么贡献?**
43 | - 提出了一种新的自训练方法(OWL-ST)来扩展开放词汇表对象检测的数据集,并通过大规模实验验证了其有效性。此外,还提出了OWLv2模型,它在训练效率上进行了优化。
44 |
45 | 11. **下一步呢?有什么工作可以继续深入?**
46 | - 未来的工作可以探索更高效的自训练策略,减少所需的计算资源。此外,可以研究如何进一步提高模型对于开放词汇表的泛化能力,以及如何更好地利用网络规模的弱监督信息。还可以考虑将这种方法应用于其他类型的弱监督学习任务。
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1 | # RT-DETR
2 |
3 | **标题:** DETRs Beat YOLOs on Real-time Object Detection
4 |
5 | **作者:** Yian Zhao, Wenyu Lv, Shangliang Xu, Jinman Wei, Guanzhong Wang, Qingqing Dang, Yi Liu
6 |
7 | **机构:** Baidu Inc, Beijing, China; School of Electronic and Computer Engineering, Peking University, Shenzhen, China
8 |
9 | **摘要:** 本文提出了一种名为Real-Time DEtection TRansformer (RT-DETR)的新型实时目标检测器。RT-DETR是首个实时端到端目标检测器,它通过设计高效的混合编码器和最小化不确定性的查询选择机制,显著提高了检测速度和准确性。此外,RT-DETR支持通过调整解码器层数来灵活调整速度,而无需重新训练。在COCO数据集上,RT-DETR-R50和RT-DETR-R101分别达到了53.1%和54.3%的AP,以及108 FPS和74 FPS的检测速度,超越了以往先进的YOLO检测器。
10 |
11 | **1. 工作内容与动机:** 动机:YOLO系列模型在实时目标检测中受到非极大值抑制(NMS)的负面影响,导致速度和准确性下降。 工作:提出了RT-DETR,一种无需NMS的实时端到端目标检测器,通过混合编码器和查询选择机制提高速度和准确性。
12 |
13 | **2. 解决的问题:** 解决了YOLO系列模型中NMS导致的速度和准确性问题,并提出了一种无需NMS的实时目标检测方法。
14 |
15 | **3. 新问题:** 是的,提出了一个新的问题解决方案,即在实时目标检测领域中消除NMS的影响。
16 |
17 | **4. 科学假设:** 假设通过改进DETR的编码器结构和查询选择机制,可以构建一个既快速又准确的实时目标检测器,超越现有的YOLO模型。
18 |
19 | **5. 相关研究:**
20 |
21 | - 实时目标检测器:YOLO系列。
22 | - 端到端目标检测器:DETR及其变种。
23 | - 领域内值得关注的研究员:Nicolas Carion(DETR的提出者)。 相关研究归类为基于CNN的实时检测器和基于Transformer的端到端检测器。
24 |
25 | **6. 解决方案的关键:**
26 |
27 | - 高效的混合编码器:通过解耦内部尺度交互和跨尺度融合来提高处理多尺度特征的速度。
28 | - 最小化不确定性的查询选择:为解码器提供高质量的初始查询,以提高准确性。
29 |
30 | **7. 实验设计:** 在COCO val2017数据集上进行训练和验证,使用标准的COCO评估指标,包括AP、AP50、AP75以及不同尺度的AP(APS、APM、APL)。
31 |
32 | **8. 数据集与代码:** 使用COCO数据集进行定量评估。项目页面提供了更多信息,但文中未明确指出代码是否开源。
33 |
34 | **9. 实验结果:** 实验结果表明,RT-DETR在速度和准确性上均超越了先前的YOLO检测器,支持了提出的科学假设。
35 |
36 | **10. 论文贡献:**
37 |
38 | - 提出了首个实时端到端目标检测器RT-DETR,它在速度和准确性上均超越了YOLO检测器。
39 | - 引入了高效的混合编码器和最小化不确定性的查询选择机制。
40 | - 支持灵活的速度调整,无需重新训练即可适应不同场景。
41 |
42 | **11. 下一步工作:**
43 |
44 | - 改进对小目标的检测性能。
45 | - 探索使用预训练的大型DETR模型来提升RT-DETR的性能。
46 | - 将RT-DETR应用于更多的实时检测场景,并进行实际部署。
47 |
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1 | # Simple Multi-dataset Detection
2 |
3 | **标题:** Simple Multi-dataset Detection
4 |
5 | **作者:** Xingyi Zhou, Vladlen Koltun, Philipp Krähenbühl
6 |
7 | **机构:** The University of Texas at Austin, Apple
8 |
9 | **摘要:** 本文提出了一种简单的方法,用于在多个大规模数据集上训练统一的检测器。作者使用特定于数据集的训练协议和损失函数,但共享一个具有数据集特定输出的通用检测架构。通过自动将这些数据集特定的输出集成到一个共同的语义分类法中,避免了手动调和分类法的需要。实验表明,学习到的分类法在所有数据集上的表现超过了专家设计的分类法。多数据集检测器在每个训练领域的表现与特定于数据集的模型一样好,并且能够在没有对其进行微调的情况下泛化到新的未见数据集。
10 |
11 | **1. 工作内容与动机:** 动机:构建一个通用且广泛的目标检测系统,能够跨越不同数据集和潜在不一致的分类法。 工作:提出了一种在多个数据集上训练统一检测器的方法,自动整合不同数据集的输出到一个共同的语义分类法中。
12 |
13 | **2. 解决的问题:** 如何有效地在多个具有不同标签和可能不一致分类法的数据集上训练一个统一的目标检测器。
14 |
15 | **3. 新问题:** 是的,这是一个新问题,因为传统的目标检测研究通常集中在单一数据集上,而本文旨在解决多数据集训练中的挑战。
16 |
17 | **4. 科学假设:** 假设通过使用视觉数据自动统一不同数据集的输出空间,可以训练出一个在多个数据集上表现良好的统一检测器。
18 |
19 | **5. 相关研究:**
20 |
21 | - 多数据集训练:提高模型在深度估计、立体匹配和行人检测等领域的鲁棒性。
22 | - 数据集统一:MSeg手动统一了7个语义分割数据集的分类法;Universal-RCNN在三个大型数据集上训练了一个分割检测器,并使用跨数据集的注意力模块来建模类别关系。
23 | - 零样本分类和检测:通过语义嵌入或辅助属性注释来表示新类别。
24 |
25 | **6. 解决方案的关键:**
26 |
27 | - 使用数据集特定的训练协议和损失,但共享一个通用的检测架构。
28 | - 自动整合不同数据集的输出到一个共同的语义分类法,无需手动调和。
29 | - 使用0-1整数规划公式来优化统一分类法、映射和检测器。
30 |
31 | **7. 实验设计:**
32 |
33 | - 在COCO、Objects365和OpenImages等大型数据集上训练统一检测器。
34 | - 使用不同的训练策略和超参数来分析分区检测器基线的设计选择。
35 | - 评估统一检测器和统一标签空间学习算法。
36 |
37 | **8. 数据集与代码:**
38 |
39 | - 使用了COCO、Objects365、OpenImages、Mapillary等数据集。
40 | - 代码已在GitHub上开源:[https://github.com/xingyizhou/UniDet](https://github.com/xingyizhou/UniDet)
41 |
42 | **9. 实验结果:** 实验结果支持了科学假设,表明统一检测器在多个数据集上的表现与特定于数据集的模型相当,并且在未见数据集上具有更好的泛化能力。
43 |
44 | **10. 论文贡献:**
45 |
46 | - 提出了一种在多个数据集上训练统一检测器的简单方法。
47 | - 自动构建了一个统一的语义分类法,无需手动干预。
48 | - 实验表明,该方法能够在多个数据集上训练出性能良好的检测器,并且在新领域中具有很好的泛化能力。
49 |
50 | **11. 下一步工作:**
51 |
52 | - 探索将语言线索作为辅助信息整合到标签空间学习算法中,以提高性能。
53 | - 考虑标签层次结构,将COCO中的人物和OpenImages中的男孩等标签作为相关类别处理。
54 | - 将统一检测器扩展到更大的模型和更广泛的应用场景中。
55 |
56 | ---
57 |
58 |
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1 | # Object Detection
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | summary
6 | leaderboard
7 | RCNN
8 | Fast R-CNN
9 | Faster R-CNN
10 | Mask R-CNN
11 | FCN
12 | R-FCN
13 | FPN
14 | FCOS
15 | SSD
16 | Mobilenet-SSDv2
17 | VarifocalNet
18 | OneNet
19 | Mask R-CNN
20 | Cascade-RCNN
21 | RetinaNet
22 | FemtoDet
23 | SparseInst
24 | YOLOv1
25 | YOLOv2
26 | YOLOv3
27 | YOLOv4
28 | Scaled-YOLOv4
29 | YOLOv5
30 | Edge-YOLO
31 | MS-DAYOLO
32 | ASFF
33 | ATSS
34 | SABL
35 | SM-NAS
36 | TSD
37 | RDSNet
38 | CenterMask
39 | EfficientDet
40 | Simple Multi-dataset Detection
41 | YOLOX
42 | YOLOv6
43 | PP-YOLOv1
44 | PP-YOLOv2
45 | PP-YOLOE
46 | YOLOF
47 | YOLOP
48 | YOLOR
49 | YOLOS
50 | YOLOv7
51 | Dy-yolov7
52 | YOLOv8
53 | YOLOv8-AM
54 | Gold-YOLO
55 | YOLOv6_v3.0
56 | DAMO-YOLO
57 | ViT-YOLO
58 | YOLO-MS
59 | Detr
60 | RT-DETR
61 | YOLOv9
62 | YOLOOC
63 | FemtoDet
64 | MS-DAYOLO
65 | OneNet
66 | Sparse R-CNN
67 | SparseInst
68 | OWL-ViT
69 | OWLv2
70 | RTMDet
71 | YOLO-World
72 | YOLOOC
73 | MDETR
74 | YOLOv10
75 | 目标检测综述20年
76 | yolo综述
77 | ```
78 |
79 |
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1 | # 论文阅读笔记
2 | ```{toctree}
3 | :maxdepth: 2
4 | mm-l/index.md
5 | llm/index.md
6 | detection/index.md
7 | ```
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1 | # GPT-v1:Improving Language Understanding by Generative Pre-Training
2 |
3 | ---
4 |
5 |
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1 | # GPT-v2:Language Models are Unsupervised Multitask Learners
2 |
3 | ---
4 |
5 |
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1 | # GPT-v3:Language Models are Few-Shot Learners
2 |
3 | ---
4 |
5 |
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1 | # GPT-v4:GPT-4 Technical Report
2 |
3 | ---
4 |
5 |
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1 | # Large Language Models
2 | ```{toctree}
3 | :maxdepth: 2
4 | opt.md
5 | gpt-v1.md
6 | gpt-v2.md
7 | gpt-v3.md
8 | gpt-v4.md
9 | ```
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1 | # OPT: OPT : Open Pre-trained Transformer Language Models
2 |
3 | ---
4 |
5 |
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1 | # MultiModal Machine Learning
2 | ```{toctree}
3 | :maxdepth: 2
4 | blip-v1.md
5 | blip-v2.md
6 | ```
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1 | # Modules
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | ```
6 |
7 |
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1 | ---
2 | description: 神经网络基础
3 | ---
4 |
5 | # Neural Network
6 |
7 | ### 神经网络基础
8 |
9 | | Num | Title | Field | Desc | Author | Time | read |
10 | | --- | -------------------------------------------- | ----- | ---- | ------ | ---- | ---- |
11 | | 1 | ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION | | | | 2015 | |
12 | | 2 | Wide & Deep Learning for Recommender Systems | | | | 2016 | |
13 | | 3 | Targeted Dropout | | | | | |
14 | | | | | | | | |
15 | | | | | | | | |
16 |
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1 | # ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION
2 |
3 |
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1 | # Targeted Dropout
2 |
3 |
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1 | # Wide & Deep Learning for Recommender Systems
2 |
3 |
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1 | # Transformer
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | ```
6 |
7 |
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1 | # Transformer
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | transformer
6 | ViT
7 | SwinTransformer
8 | ```
9 |
10 |
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1 | # Read
2 |
3 |
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/docs/_sources/Read/index.md:
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1 | # 论文阅读记录
2 | ```{toctree}
3 | :maxdepth: 2
4 | ```
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1 | # 论文阅读总结
2 | ```{toctree}
3 | :maxdepth: 2
4 | ``
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1 | # PaperReadNotes
2 |
3 | ---
4 |
5 | ## 项目介绍
6 |
7 | 论文阅读笔记整理。
8 |
9 | ### 项目简介
10 |
11 | ```{toctree}
12 | :maxdepth: 2
13 | :caption: 目录
14 | Method/index.md
15 | List/index.md
16 | # Implementation/index.md
17 | Notes/index.md
18 | Read/index.md
19 | Summary/index.md
20 | ```
21 |
22 |
23 |
24 |
25 |
26 |
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15 | msgstr "Отворете проблем"
16 |
17 | msgid "Contents"
18 | msgstr "Съдържание"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Изтеглете файла на бележника"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Тема на книгата Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Режим на цял екран"
28 |
29 | msgid "Edit this page"
30 | msgstr "Редактирайте тази страница"
31 |
32 | msgid "By"
33 | msgstr "От"
34 |
35 | msgid "Copyright"
36 | msgstr "Авторско право"
37 |
38 | msgid "Source repository"
39 | msgstr "Хранилище на източника"
40 |
41 | msgid "previous page"
42 | msgstr "предишна страница"
43 |
44 | msgid "next page"
45 | msgstr "Следваща страница"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Превключване на навигацията"
49 |
50 | msgid "repository"
51 | msgstr "хранилище"
52 |
53 | msgid "suggest edit"
54 | msgstr "предложи редактиране"
55 |
56 | msgid "open issue"
57 | msgstr "отворен брой"
58 |
59 | msgid "Launch"
60 | msgstr "Стартиране"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Печат в PDF"
64 |
65 | msgid "By the"
66 | msgstr "По"
67 |
68 | msgid "Last updated on"
69 | msgstr "Последна актуализация на"
70 |
71 | msgid "Download source file"
72 | msgstr "Изтеглете изходния файл"
73 |
74 | msgid "Download this page"
75 | msgstr "Изтеглете тази страница"
76 |
--------------------------------------------------------------------------------
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/docs/_static/locales/bn/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: bn\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "থিম দ্বারা"
13 |
14 | msgid "Open an issue"
15 | msgstr "একটি সমস্যা খুলুন"
16 |
17 | msgid "Download notebook file"
18 | msgstr "নোটবুক ফাইল ডাউনলোড করুন"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "স্পিনিক্স বুক থিম"
22 |
23 | msgid "Edit this page"
24 | msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
25 |
26 | msgid "By"
27 | msgstr "দ্বারা"
28 |
29 | msgid "Copyright"
30 | msgstr "কপিরাইট"
31 |
32 | msgid "Source repository"
33 | msgstr "উত্স সংগ্রহস্থল"
34 |
35 | msgid "previous page"
36 | msgstr "আগের পৃষ্ঠা"
37 |
38 | msgid "next page"
39 | msgstr "পরবর্তী পৃষ্ঠা"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "নেভিগেশন টগল করুন"
43 |
44 | msgid "open issue"
45 | msgstr "খোলা সমস্যা"
46 |
47 | msgid "Launch"
48 | msgstr "শুরু করা"
49 |
50 | msgid "Print to PDF"
51 | msgstr "পিডিএফ প্রিন্ট করুন"
52 |
53 | msgid "By the"
54 | msgstr "দ্বারা"
55 |
56 | msgid "Last updated on"
57 | msgstr "সর্বশেষ আপডেট"
58 |
59 | msgid "Download source file"
60 | msgstr "উত্স ফাইল ডাউনলোড করুন"
61 |
62 | msgid "Download this page"
63 | msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
64 |
--------------------------------------------------------------------------------
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/docs/_static/locales/ca/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ca\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema del"
13 |
14 | msgid "Open an issue"
15 | msgstr "Obriu un número"
16 |
17 | msgid "Download notebook file"
18 | msgstr "Descarregar fitxer de quadern"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "Tema del llibre Esfinx"
22 |
23 | msgid "Edit this page"
24 | msgstr "Editeu aquesta pàgina"
25 |
26 | msgid "By"
27 | msgstr "Per"
28 |
29 | msgid "Copyright"
30 | msgstr "Copyright"
31 |
32 | msgid "Source repository"
33 | msgstr "Dipòsit de fonts"
34 |
35 | msgid "previous page"
36 | msgstr "Pàgina anterior"
37 |
38 | msgid "next page"
39 | msgstr "pàgina següent"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "Commuta la navegació"
43 |
44 | msgid "suggest edit"
45 | msgstr "suggerir edició"
46 |
47 | msgid "open issue"
48 | msgstr "número obert"
49 |
50 | msgid "Launch"
51 | msgstr "Llançament"
52 |
53 | msgid "Print to PDF"
54 | msgstr "Imprimeix a PDF"
55 |
56 | msgid "By the"
57 | msgstr "Per la"
58 |
59 | msgid "Last updated on"
60 | msgstr "Darrera actualització el"
61 |
62 | msgid "Download source file"
63 | msgstr "Baixeu el fitxer font"
64 |
65 | msgid "Download this page"
66 | msgstr "Descarregueu aquesta pàgina"
67 |
--------------------------------------------------------------------------------
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/docs/_static/locales/cs/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: cs\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Téma od"
13 |
14 | msgid "Open an issue"
15 | msgstr "Otevřete problém"
16 |
17 | msgid "Contents"
18 | msgstr "Obsah"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Stáhnout soubor poznámkového bloku"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Téma knihy Sfinga"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Režim celé obrazovky"
28 |
29 | msgid "Edit this page"
30 | msgstr "Upravit tuto stránku"
31 |
32 | msgid "By"
33 | msgstr "Podle"
34 |
35 | msgid "Copyright"
36 | msgstr "autorská práva"
37 |
38 | msgid "Source repository"
39 | msgstr "Zdrojové úložiště"
40 |
41 | msgid "previous page"
42 | msgstr "předchozí stránka"
43 |
44 | msgid "next page"
45 | msgstr "další strana"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Přepnout navigaci"
49 |
50 | msgid "repository"
51 | msgstr "úložiště"
52 |
53 | msgid "suggest edit"
54 | msgstr "navrhnout úpravy"
55 |
56 | msgid "open issue"
57 | msgstr "otevřené číslo"
58 |
59 | msgid "Launch"
60 | msgstr "Zahájení"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Tisk do PDF"
64 |
65 | msgid "By the"
66 | msgstr "Podle"
67 |
68 | msgid "Last updated on"
69 | msgstr "Naposledy aktualizováno"
70 |
71 | msgid "Download source file"
72 | msgstr "Stáhněte si zdrojový soubor"
73 |
74 | msgid "Download this page"
75 | msgstr "Stáhněte si tuto stránku"
76 |
--------------------------------------------------------------------------------
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/docs/_static/locales/da/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: da\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema af"
13 |
14 | msgid "Open an issue"
15 | msgstr "Åbn et problem"
16 |
17 | msgid "Contents"
18 | msgstr "Indhold"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Download notesbog-fil"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx bogtema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Fuldskærmstilstand"
28 |
29 | msgid "Edit this page"
30 | msgstr "Rediger denne side"
31 |
32 | msgid "By"
33 | msgstr "Ved"
34 |
35 | msgid "Copyright"
36 | msgstr "ophavsret"
37 |
38 | msgid "Source repository"
39 | msgstr "Kildelager"
40 |
41 | msgid "previous page"
42 | msgstr "forrige side"
43 |
44 | msgid "next page"
45 | msgstr "Næste side"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Skift navigation"
49 |
50 | msgid "repository"
51 | msgstr "lager"
52 |
53 | msgid "suggest edit"
54 | msgstr "foreslå redigering"
55 |
56 | msgid "open issue"
57 | msgstr "åbent nummer"
58 |
59 | msgid "Launch"
60 | msgstr "Start"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Udskriv til PDF"
64 |
65 | msgid "By the"
66 | msgstr "Ved"
67 |
68 | msgid "Last updated on"
69 | msgstr "Sidst opdateret den"
70 |
71 | msgid "Download source file"
72 | msgstr "Download kildefil"
73 |
74 | msgid "Download this page"
75 | msgstr "Download denne side"
76 |
--------------------------------------------------------------------------------
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/docs/_static/locales/de/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: de\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Thema von der"
13 |
14 | msgid "Open an issue"
15 | msgstr "Öffnen Sie ein Problem"
16 |
17 | msgid "Contents"
18 | msgstr "Inhalt"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Notebook-Datei herunterladen"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx-Buch-Thema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Vollbildmodus"
28 |
29 | msgid "Edit this page"
30 | msgstr "Bearbeite diese Seite"
31 |
32 | msgid "By"
33 | msgstr "Durch"
34 |
35 | msgid "Copyright"
36 | msgstr "Urheberrechte ©"
37 |
38 | msgid "Source repository"
39 | msgstr "Quell-Repository"
40 |
41 | msgid "previous page"
42 | msgstr "vorherige Seite"
43 |
44 | msgid "next page"
45 | msgstr "Nächste Seite"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Navigation umschalten"
49 |
50 | msgid "repository"
51 | msgstr "Repository"
52 |
53 | msgid "suggest edit"
54 | msgstr "vorschlagen zu bearbeiten"
55 |
56 | msgid "open issue"
57 | msgstr "offenes Thema"
58 |
59 | msgid "Launch"
60 | msgstr "Starten"
61 |
62 | msgid "Print to PDF"
63 | msgstr "In PDF drucken"
64 |
65 | msgid "By the"
66 | msgstr "Bis zum"
67 |
68 | msgid "Last updated on"
69 | msgstr "Zuletzt aktualisiert am"
70 |
71 | msgid "Download source file"
72 | msgstr "Quelldatei herunterladen"
73 |
74 | msgid "Download this page"
75 | msgstr "Laden Sie diese Seite herunter"
76 |
--------------------------------------------------------------------------------
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/docs/_static/locales/el/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: el\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Θέμα από το"
13 |
14 | msgid "Open an issue"
15 | msgstr "Ανοίξτε ένα ζήτημα"
16 |
17 | msgid "Contents"
18 | msgstr "Περιεχόμενα"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Λήψη αρχείου σημειωματάριου"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Θέμα βιβλίου Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "ΛΕΙΤΟΥΡΓΙΑ ΠΛΗΡΟΥΣ ΟΘΟΝΗΣ"
28 |
29 | msgid "Edit this page"
30 | msgstr "Επεξεργαστείτε αυτήν τη σελίδα"
31 |
32 | msgid "By"
33 | msgstr "Με"
34 |
35 | msgid "Copyright"
36 | msgstr "Πνευματική ιδιοκτησία"
37 |
38 | msgid "Source repository"
39 | msgstr "Αποθήκη πηγής"
40 |
41 | msgid "previous page"
42 | msgstr "προηγούμενη σελίδα"
43 |
44 | msgid "next page"
45 | msgstr "επόμενη σελίδα"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Εναλλαγή πλοήγησης"
49 |
50 | msgid "repository"
51 | msgstr "αποθήκη"
52 |
53 | msgid "suggest edit"
54 | msgstr "προτείνω επεξεργασία"
55 |
56 | msgid "open issue"
57 | msgstr "ανοιχτό ζήτημα"
58 |
59 | msgid "Launch"
60 | msgstr "Εκτόξευση"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Εκτύπωση σε PDF"
64 |
65 | msgid "By the"
66 | msgstr "Από το"
67 |
68 | msgid "Last updated on"
69 | msgstr "Τελευταία ενημέρωση στις"
70 |
71 | msgid "Download source file"
72 | msgstr "Λήψη αρχείου προέλευσης"
73 |
74 | msgid "Download this page"
75 | msgstr "Λήψη αυτής της σελίδας"
76 |
--------------------------------------------------------------------------------
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: eo\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Temo de la"
13 |
14 | msgid "Open an issue"
15 | msgstr "Malfermu numeron"
16 |
17 | msgid "Contents"
18 | msgstr "Enhavo"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Elŝutu kajeran dosieron"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sfinksa Libro-Temo"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Plenekrana reĝimo"
28 |
29 | msgid "Edit this page"
30 | msgstr "Redaktu ĉi tiun paĝon"
31 |
32 | msgid "By"
33 | msgstr "De"
34 |
35 | msgid "Copyright"
36 | msgstr "Kopirajto"
37 |
38 | msgid "Source repository"
39 | msgstr "Fonto-deponejo"
40 |
41 | msgid "previous page"
42 | msgstr "antaŭa paĝo"
43 |
44 | msgid "next page"
45 | msgstr "sekva paĝo"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Ŝalti navigadon"
49 |
50 | msgid "repository"
51 | msgstr "deponejo"
52 |
53 | msgid "suggest edit"
54 | msgstr "sugesti redaktadon"
55 |
56 | msgid "open issue"
57 | msgstr "malferma numero"
58 |
59 | msgid "Launch"
60 | msgstr "Lanĉo"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Presi al PDF"
64 |
65 | msgid "By the"
66 | msgstr "Per la"
67 |
68 | msgid "Last updated on"
69 | msgstr "Laste ĝisdatigita la"
70 |
71 | msgid "Download source file"
72 | msgstr "Elŝutu fontodosieron"
73 |
74 | msgid "Download this page"
75 | msgstr "Elŝutu ĉi tiun paĝon"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/es/LC_MESSAGES/booktheme.mo:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: es\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema por el"
13 |
14 | msgid "Open an issue"
15 | msgstr "Abrir un problema"
16 |
17 | msgid "Contents"
18 | msgstr "Contenido"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Descargar archivo de cuaderno"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema del libro de la esfinge"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Modo de pantalla completa"
28 |
29 | msgid "Edit this page"
30 | msgstr "Edita esta página"
31 |
32 | msgid "By"
33 | msgstr "Por"
34 |
35 | msgid "Copyright"
36 | msgstr "Derechos de autor"
37 |
38 | msgid "Source repository"
39 | msgstr "Repositorio de origen"
40 |
41 | msgid "previous page"
42 | msgstr "pagina anterior"
43 |
44 | msgid "next page"
45 | msgstr "siguiente página"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Navegación de palanca"
49 |
50 | msgid "repository"
51 | msgstr "repositorio"
52 |
53 | msgid "suggest edit"
54 | msgstr "sugerir editar"
55 |
56 | msgid "open issue"
57 | msgstr "Tema abierto"
58 |
59 | msgid "Launch"
60 | msgstr "Lanzamiento"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Imprimir en PDF"
64 |
65 | msgid "By the"
66 | msgstr "Por el"
67 |
68 | msgid "Last updated on"
69 | msgstr "Ultima actualización en"
70 |
71 | msgid "Download source file"
72 | msgstr "Descargar archivo fuente"
73 |
74 | msgid "Download this page"
75 | msgstr "Descarga esta pagina"
76 |
--------------------------------------------------------------------------------
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: et\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Teema"
13 |
14 | msgid "Open an issue"
15 | msgstr "Avage probleem"
16 |
17 | msgid "Contents"
18 | msgstr "Sisu"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Laadige sülearvuti fail alla"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sfinksiraamatu teema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Täisekraanirežiim"
28 |
29 | msgid "Edit this page"
30 | msgstr "Muutke seda lehte"
31 |
32 | msgid "By"
33 | msgstr "Kõrval"
34 |
35 | msgid "Copyright"
36 | msgstr "Autoriõigus"
37 |
38 | msgid "Source repository"
39 | msgstr "Allikahoidla"
40 |
41 | msgid "previous page"
42 | msgstr "eelmine leht"
43 |
44 | msgid "next page"
45 | msgstr "järgmine leht"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Lülita navigeerimine sisse"
49 |
50 | msgid "repository"
51 | msgstr "hoidla"
52 |
53 | msgid "suggest edit"
54 | msgstr "soovita muuta"
55 |
56 | msgid "open issue"
57 | msgstr "avatud küsimus"
58 |
59 | msgid "Launch"
60 | msgstr "Käivitage"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Prindi PDF-i"
64 |
65 | msgid "By the"
66 | msgstr "Autor"
67 |
68 | msgid "Last updated on"
69 | msgstr "Viimati uuendatud"
70 |
71 | msgid "Download source file"
72 | msgstr "Laadige alla lähtefail"
73 |
74 | msgid "Download this page"
75 | msgstr "Laadige see leht alla"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/fi/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/fi/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: fi\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Teeman tekijä"
13 |
14 | msgid "Open an issue"
15 | msgstr "Avaa ongelma"
16 |
17 | msgid "Contents"
18 | msgstr "Sisällys"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Lataa muistikirjatiedosto"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx-kirjan teema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Koko näytön tila"
28 |
29 | msgid "Edit this page"
30 | msgstr "Muokkaa tätä sivua"
31 |
32 | msgid "By"
33 | msgstr "Tekijä"
34 |
35 | msgid "Copyright"
36 | msgstr "Tekijänoikeus"
37 |
38 | msgid "Source repository"
39 | msgstr "Lähteen arkisto"
40 |
41 | msgid "previous page"
42 | msgstr "Edellinen sivu"
43 |
44 | msgid "next page"
45 | msgstr "seuraava sivu"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Vaihda navigointia"
49 |
50 | msgid "repository"
51 | msgstr "arkisto"
52 |
53 | msgid "suggest edit"
54 | msgstr "ehdottaa muokkausta"
55 |
56 | msgid "open issue"
57 | msgstr "avoin ongelma"
58 |
59 | msgid "Launch"
60 | msgstr "Tuoda markkinoille"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Tulosta PDF-tiedostoon"
64 |
65 | msgid "By the"
66 | msgstr "Mukaan"
67 |
68 | msgid "Last updated on"
69 | msgstr "Viimeksi päivitetty"
70 |
71 | msgid "Download source file"
72 | msgstr "Lataa lähdetiedosto"
73 |
74 | msgid "Download this page"
75 | msgstr "Lataa tämä sivu"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/fr/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/fr/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: fr\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Thème par le"
13 |
14 | msgid "Open an issue"
15 | msgstr "Ouvrez un problème"
16 |
17 | msgid "Contents"
18 | msgstr "Contenu"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Télécharger le fichier notebook"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Thème du livre Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Mode plein écran"
28 |
29 | msgid "Edit this page"
30 | msgstr "Modifier cette page"
31 |
32 | msgid "By"
33 | msgstr "Par"
34 |
35 | msgid "Copyright"
36 | msgstr "droits d'auteur"
37 |
38 | msgid "Source repository"
39 | msgstr "Dépôt source"
40 |
41 | msgid "previous page"
42 | msgstr "page précédente"
43 |
44 | msgid "next page"
45 | msgstr "page suivante"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Basculer la navigation"
49 |
50 | msgid "repository"
51 | msgstr "dépôt"
52 |
53 | msgid "suggest edit"
54 | msgstr "suggestion de modification"
55 |
56 | msgid "open issue"
57 | msgstr "signaler un problème"
58 |
59 | msgid "Launch"
60 | msgstr "lancement"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Imprimer au format PDF"
64 |
65 | msgid "By the"
66 | msgstr "Par le"
67 |
68 | msgid "Last updated on"
69 | msgstr "Dernière mise à jour le"
70 |
71 | msgid "Download source file"
72 | msgstr "Télécharger le fichier source"
73 |
74 | msgid "Download this page"
75 | msgstr "Téléchargez cette page"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/hr/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/hr/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: hr\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema autora"
13 |
14 | msgid "Open an issue"
15 | msgstr "Otvorite izdanje"
16 |
17 | msgid "Contents"
18 | msgstr "Sadržaj"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Preuzmi datoteku bilježnice"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema knjige Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Način preko cijelog zaslona"
28 |
29 | msgid "Edit this page"
30 | msgstr "Uredite ovu stranicu"
31 |
32 | msgid "By"
33 | msgstr "Po"
34 |
35 | msgid "Copyright"
36 | msgstr "Autorska prava"
37 |
38 | msgid "Source repository"
39 | msgstr "Izvorno spremište"
40 |
41 | msgid "previous page"
42 | msgstr "Prethodna stranica"
43 |
44 | msgid "next page"
45 | msgstr "sljedeća stranica"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Uključi / isključi navigaciju"
49 |
50 | msgid "repository"
51 | msgstr "spremište"
52 |
53 | msgid "suggest edit"
54 | msgstr "predloži uređivanje"
55 |
56 | msgid "open issue"
57 | msgstr "otvoreno izdanje"
58 |
59 | msgid "Launch"
60 | msgstr "Pokrenite"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Ispis u PDF"
64 |
65 | msgid "By the"
66 | msgstr "Od strane"
67 |
68 | msgid "Last updated on"
69 | msgstr "Posljednje ažuriranje:"
70 |
71 | msgid "Download source file"
72 | msgstr "Preuzmi izvornu datoteku"
73 |
74 | msgid "Download this page"
75 | msgstr "Preuzmite ovu stranicu"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/id/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/id/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: id\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema oleh"
13 |
14 | msgid "Open an issue"
15 | msgstr "Buka masalah"
16 |
17 | msgid "Contents"
18 | msgstr "Isi"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Unduh file notebook"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema Buku Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Mode layar penuh"
28 |
29 | msgid "Edit this page"
30 | msgstr "Edit halaman ini"
31 |
32 | msgid "By"
33 | msgstr "Oleh"
34 |
35 | msgid "Copyright"
36 | msgstr "hak cipta"
37 |
38 | msgid "Source repository"
39 | msgstr "Repositori sumber"
40 |
41 | msgid "previous page"
42 | msgstr "halaman sebelumnya"
43 |
44 | msgid "next page"
45 | msgstr "halaman selanjutnya"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Alihkan navigasi"
49 |
50 | msgid "repository"
51 | msgstr "gudang"
52 |
53 | msgid "suggest edit"
54 | msgstr "menyarankan edit"
55 |
56 | msgid "open issue"
57 | msgstr "masalah terbuka"
58 |
59 | msgid "Launch"
60 | msgstr "Meluncurkan"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Cetak ke PDF"
64 |
65 | msgid "By the"
66 | msgstr "Oleh"
67 |
68 | msgid "Last updated on"
69 | msgstr "Terakhir diperbarui saat"
70 |
71 | msgid "Download source file"
72 | msgstr "Unduh file sumber"
73 |
74 | msgid "Download this page"
75 | msgstr "Unduh halaman ini"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/it/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/it/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: it\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema di"
13 |
14 | msgid "Open an issue"
15 | msgstr "Apri un problema"
16 |
17 | msgid "Contents"
18 | msgstr "Contenuti"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Scarica il file del taccuino"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema del libro della Sfinge"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Modalità schermo intero"
28 |
29 | msgid "Edit this page"
30 | msgstr "Modifica questa pagina"
31 |
32 | msgid "By"
33 | msgstr "Di"
34 |
35 | msgid "Copyright"
36 | msgstr "Diritto d'autore"
37 |
38 | msgid "Source repository"
39 | msgstr "Repository di origine"
40 |
41 | msgid "previous page"
42 | msgstr "pagina precedente"
43 |
44 | msgid "next page"
45 | msgstr "pagina successiva"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Attiva / disattiva la navigazione"
49 |
50 | msgid "repository"
51 | msgstr "repository"
52 |
53 | msgid "suggest edit"
54 | msgstr "suggerisci modifica"
55 |
56 | msgid "open issue"
57 | msgstr "questione aperta"
58 |
59 | msgid "Launch"
60 | msgstr "Lanciare"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Stampa in PDF"
64 |
65 | msgid "By the"
66 | msgstr "Dal"
67 |
68 | msgid "Last updated on"
69 | msgstr "Ultimo aggiornamento il"
70 |
71 | msgid "Download source file"
72 | msgstr "Scarica il file sorgente"
73 |
74 | msgid "Download this page"
75 | msgstr "Scarica questa pagina"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/iw/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/iw/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: iw\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "נושא מאת"
13 |
14 | msgid "Open an issue"
15 | msgstr "פתח גיליון"
16 |
17 | msgid "Contents"
18 | msgstr "תוכן"
19 |
20 | msgid "Download notebook file"
21 | msgstr "הורד קובץ מחברת"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "נושא ספר ספינקס"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "מצב מסך מלא"
28 |
29 | msgid "Edit this page"
30 | msgstr "ערוך דף זה"
31 |
32 | msgid "By"
33 | msgstr "על ידי"
34 |
35 | msgid "Copyright"
36 | msgstr "זכויות יוצרים"
37 |
38 | msgid "Source repository"
39 | msgstr "מאגר המקורות"
40 |
41 | msgid "previous page"
42 | msgstr "עמוד קודם"
43 |
44 | msgid "next page"
45 | msgstr "עמוד הבא"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "החלף ניווט"
49 |
50 | msgid "repository"
51 | msgstr "מאגר"
52 |
53 | msgid "suggest edit"
54 | msgstr "מציע לערוך"
55 |
56 | msgid "open issue"
57 | msgstr "בעיה פתוחה"
58 |
59 | msgid "Launch"
60 | msgstr "לְהַשִׁיק"
61 |
62 | msgid "Print to PDF"
63 | msgstr "הדפס לקובץ PDF"
64 |
65 | msgid "By the"
66 | msgstr "דרך"
67 |
68 | msgid "Last updated on"
69 | msgstr "עודכן לאחרונה ב"
70 |
71 | msgid "Download source file"
72 | msgstr "הורד את קובץ המקור"
73 |
74 | msgid "Download this page"
75 | msgstr "הורד דף זה"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ja/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/ja/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ja\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "のテーマ"
13 |
14 | msgid "Open an issue"
15 | msgstr "問題を報告"
16 |
17 | msgid "Contents"
18 | msgstr "目次"
19 |
20 | msgid "Download notebook file"
21 | msgstr "ノートブックファイルをダウンロード"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "スフィンクスの本のテーマ"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "全画面モード"
28 |
29 | msgid "Edit this page"
30 | msgstr "このページを編集"
31 |
32 | msgid "By"
33 | msgstr "著者"
34 |
35 | msgid "Copyright"
36 | msgstr "Copyright"
37 |
38 | msgid "Source repository"
39 | msgstr "ソースリポジトリ"
40 |
41 | msgid "previous page"
42 | msgstr "前のページ"
43 |
44 | msgid "next page"
45 | msgstr "次のページ"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "ナビゲーションを切り替え"
49 |
50 | msgid "repository"
51 | msgstr "リポジトリ"
52 |
53 | msgid "suggest edit"
54 | msgstr "編集を提案する"
55 |
56 | msgid "open issue"
57 | msgstr "未解決の問題"
58 |
59 | msgid "Launch"
60 | msgstr "起動"
61 |
62 | msgid "Print to PDF"
63 | msgstr "PDFに印刷"
64 |
65 | msgid "By the"
66 | msgstr "によって"
67 |
68 | msgid "Last updated on"
69 | msgstr "最終更新日"
70 |
71 | msgid "Download source file"
72 | msgstr "ソースファイルをダウンロード"
73 |
74 | msgid "Download this page"
75 | msgstr "このページをダウンロード"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ko/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/ko/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ko\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "테마별"
13 |
14 | msgid "Open an issue"
15 | msgstr "이슈 열기"
16 |
17 | msgid "Contents"
18 | msgstr "내용"
19 |
20 | msgid "Download notebook file"
21 | msgstr "노트북 파일 다운로드"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "스핑크스 도서 테마"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "전체 화면으로보기"
28 |
29 | msgid "Edit this page"
30 | msgstr "이 페이지 편집"
31 |
32 | msgid "By"
33 | msgstr "으로"
34 |
35 | msgid "Copyright"
36 | msgstr "저작권"
37 |
38 | msgid "Source repository"
39 | msgstr "소스 저장소"
40 |
41 | msgid "previous page"
42 | msgstr "이전 페이지"
43 |
44 | msgid "next page"
45 | msgstr "다음 페이지"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "탐색 전환"
49 |
50 | msgid "repository"
51 | msgstr "저장소"
52 |
53 | msgid "suggest edit"
54 | msgstr "편집 제안"
55 |
56 | msgid "open issue"
57 | msgstr "열린 문제"
58 |
59 | msgid "Launch"
60 | msgstr "시작하다"
61 |
62 | msgid "Print to PDF"
63 | msgstr "PDF로 인쇄"
64 |
65 | msgid "By the"
66 | msgstr "에 의해"
67 |
68 | msgid "Last updated on"
69 | msgstr "마지막 업데이트"
70 |
71 | msgid "Download source file"
72 | msgstr "소스 파일 다운로드"
73 |
74 | msgid "Download this page"
75 | msgstr "이 페이지 다운로드"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/lt/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/lt/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: lt\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema"
13 |
14 | msgid "Open an issue"
15 | msgstr "Atidarykite problemą"
16 |
17 | msgid "Contents"
18 | msgstr "Turinys"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Atsisiųsti nešiojamojo kompiuterio failą"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sfinkso knygos tema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Pilno ekrano režimas"
28 |
29 | msgid "Edit this page"
30 | msgstr "Redaguoti šį puslapį"
31 |
32 | msgid "By"
33 | msgstr "Iki"
34 |
35 | msgid "Copyright"
36 | msgstr "Autorių teisės"
37 |
38 | msgid "Source repository"
39 | msgstr "Šaltinio saugykla"
40 |
41 | msgid "previous page"
42 | msgstr "Ankstesnis puslapis"
43 |
44 | msgid "next page"
45 | msgstr "Kitas puslapis"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Perjungti naršymą"
49 |
50 | msgid "repository"
51 | msgstr "saugykla"
52 |
53 | msgid "suggest edit"
54 | msgstr "pasiūlyti redaguoti"
55 |
56 | msgid "open issue"
57 | msgstr "atviras klausimas"
58 |
59 | msgid "Launch"
60 | msgstr "Paleiskite"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Spausdinti į PDF"
64 |
65 | msgid "By the"
66 | msgstr "Prie"
67 |
68 | msgid "Last updated on"
69 | msgstr "Paskutinį kartą atnaujinta"
70 |
71 | msgid "Download source file"
72 | msgstr "Atsisiųsti šaltinio failą"
73 |
74 | msgid "Download this page"
75 | msgstr "Atsisiųskite šį puslapį"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/lv/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/lv/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: lv\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Autora tēma"
13 |
14 | msgid "Open an issue"
15 | msgstr "Atveriet problēmu"
16 |
17 | msgid "Contents"
18 | msgstr "Saturs"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Lejupielādēt piezīmju grāmatiņu"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sfinksa grāmatas tēma"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Pilnekrāna režīms"
28 |
29 | msgid "Edit this page"
30 | msgstr "Rediģēt šo lapu"
31 |
32 | msgid "By"
33 | msgstr "Autors"
34 |
35 | msgid "Copyright"
36 | msgstr "Autortiesības"
37 |
38 | msgid "Source repository"
39 | msgstr "Avota krātuve"
40 |
41 | msgid "previous page"
42 | msgstr "iepriekšējā lapa"
43 |
44 | msgid "next page"
45 | msgstr "nākamā lapaspuse"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Pārslēgt navigāciju"
49 |
50 | msgid "repository"
51 | msgstr "krātuve"
52 |
53 | msgid "suggest edit"
54 | msgstr "ieteikt rediģēt"
55 |
56 | msgid "open issue"
57 | msgstr "atklāts jautājums"
58 |
59 | msgid "Launch"
60 | msgstr "Uzsākt"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Drukāt PDF formātā"
64 |
65 | msgid "By the"
66 | msgstr "Ar"
67 |
68 | msgid "Last updated on"
69 | msgstr "Pēdējoreiz atjaunināts"
70 |
71 | msgid "Download source file"
72 | msgstr "Lejupielādēt avota failu"
73 |
74 | msgid "Download this page"
75 | msgstr "Lejupielādējiet šo lapu"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ml/LC_MESSAGES/booktheme.mo:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ml\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "പ്രമേയം"
13 |
14 | msgid "Open an issue"
15 | msgstr "ഒരു പ്രശ്നം തുറക്കുക"
16 |
17 | msgid "Download notebook file"
18 | msgstr "നോട്ട്ബുക്ക് ഫയൽ ഡൺലോഡ് ചെയ്യുക"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "സ്ഫിങ്ക്സ് പുസ്തക തീം"
22 |
23 | msgid "Edit this page"
24 | msgstr "ഈ പേജ് എഡിറ്റുചെയ്യുക"
25 |
26 | msgid "By"
27 | msgstr "എഴുതിയത്"
28 |
29 | msgid "Copyright"
30 | msgstr "പകർപ്പവകാശം"
31 |
32 | msgid "Source repository"
33 | msgstr "ഉറവിട ശേഖരം"
34 |
35 | msgid "previous page"
36 | msgstr "മുൻപത്തെ താൾ"
37 |
38 | msgid "next page"
39 | msgstr "അടുത്ത പേജ്"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "നാവിഗേഷൻ ടോഗിൾ ചെയ്യുക"
43 |
44 | msgid "suggest edit"
45 | msgstr "എഡിറ്റുചെയ്യാൻ നിർദ്ദേശിക്കുക"
46 |
47 | msgid "open issue"
48 | msgstr "തുറന്ന പ്രശ്നം"
49 |
50 | msgid "Launch"
51 | msgstr "സമാരംഭിക്കുക"
52 |
53 | msgid "Print to PDF"
54 | msgstr "PDF- ലേക്ക് പ്രിന്റുചെയ്യുക"
55 |
56 | msgid "By the"
57 | msgstr "എഴുതിയത്"
58 |
59 | msgid "Last updated on"
60 | msgstr "അവസാനം അപ്ഡേറ്റുചെയ്തത്"
61 |
62 | msgid "Download source file"
63 | msgstr "ഉറവിട ഫയൽ ഡൗൺലോഡുചെയ്യുക"
64 |
65 | msgid "Download this page"
66 | msgstr "ഈ പേജ് ഡൗൺലോഡുചെയ്യുക"
67 |
--------------------------------------------------------------------------------
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: mr\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "द्वारा थीम"
13 |
14 | msgid "Open an issue"
15 | msgstr "एक मुद्दा उघडा"
16 |
17 | msgid "Download notebook file"
18 | msgstr "नोटबुक फाईल डाउनलोड करा"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "स्फिंक्स बुक थीम"
22 |
23 | msgid "Edit this page"
24 | msgstr "हे पृष्ठ संपादित करा"
25 |
26 | msgid "By"
27 | msgstr "द्वारा"
28 |
29 | msgid "Copyright"
30 | msgstr "कॉपीराइट"
31 |
32 | msgid "Source repository"
33 | msgstr "स्त्रोत भांडार"
34 |
35 | msgid "previous page"
36 | msgstr "मागील पान"
37 |
38 | msgid "next page"
39 | msgstr "पुढील पृष्ठ"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "नेव्हिगेशन टॉगल करा"
43 |
44 | msgid "suggest edit"
45 | msgstr "संपादन सुचवा"
46 |
47 | msgid "open issue"
48 | msgstr "खुला मुद्दा"
49 |
50 | msgid "Launch"
51 | msgstr "लाँच करा"
52 |
53 | msgid "Print to PDF"
54 | msgstr "पीडीएफवर मुद्रित करा"
55 |
56 | msgid "By the"
57 | msgstr "द्वारा"
58 |
59 | msgid "Last updated on"
60 | msgstr "अखेरचे अद्यतनित"
61 |
62 | msgid "Download source file"
63 | msgstr "स्त्रोत फाइल डाउनलोड करा"
64 |
65 | msgid "Download this page"
66 | msgstr "हे पृष्ठ डाउनलोड करा"
67 |
--------------------------------------------------------------------------------
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/docs/_static/locales/ms/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ms\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema oleh"
13 |
14 | msgid "Open an issue"
15 | msgstr "Buka masalah"
16 |
17 | msgid "Download notebook file"
18 | msgstr "Muat turun fail buku nota"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "Tema Buku Sphinx"
22 |
23 | msgid "Edit this page"
24 | msgstr "Edit halaman ini"
25 |
26 | msgid "By"
27 | msgstr "Oleh"
28 |
29 | msgid "Copyright"
30 | msgstr "hak cipta"
31 |
32 | msgid "Source repository"
33 | msgstr "Repositori sumber"
34 |
35 | msgid "previous page"
36 | msgstr "halaman sebelumnya"
37 |
38 | msgid "next page"
39 | msgstr "muka surat seterusnya"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "Togol navigasi"
43 |
44 | msgid "suggest edit"
45 | msgstr "cadangkan edit"
46 |
47 | msgid "open issue"
48 | msgstr "isu terbuka"
49 |
50 | msgid "Launch"
51 | msgstr "Lancarkan"
52 |
53 | msgid "Print to PDF"
54 | msgstr "Cetak ke PDF"
55 |
56 | msgid "By the"
57 | msgstr "Oleh"
58 |
59 | msgid "Last updated on"
60 | msgstr "Terakhir dikemas kini pada"
61 |
62 | msgid "Download source file"
63 | msgstr "Muat turun fail sumber"
64 |
65 | msgid "Download this page"
66 | msgstr "Muat turun halaman ini"
67 |
--------------------------------------------------------------------------------
/docs/_static/locales/nl/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/nl/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: nl\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Thema door de"
13 |
14 | msgid "Open an issue"
15 | msgstr "Open een probleem"
16 |
17 | msgid "Contents"
18 | msgstr "Inhoud"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Download notebookbestand"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx-boekthema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Volledig scherm"
28 |
29 | msgid "Edit this page"
30 | msgstr "bewerk deze pagina"
31 |
32 | msgid "By"
33 | msgstr "Door"
34 |
35 | msgid "Copyright"
36 | msgstr "auteursrechten"
37 |
38 | msgid "Source repository"
39 | msgstr "Bronopslagplaats"
40 |
41 | msgid "previous page"
42 | msgstr "vorige pagina"
43 |
44 | msgid "next page"
45 | msgstr "volgende bladzijde"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Schakel navigatie"
49 |
50 | msgid "repository"
51 | msgstr "repository"
52 |
53 | msgid "suggest edit"
54 | msgstr "suggereren bewerken"
55 |
56 | msgid "open issue"
57 | msgstr "open probleem"
58 |
59 | msgid "Launch"
60 | msgstr "Lancering"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Afdrukken naar pdf"
64 |
65 | msgid "By the"
66 | msgstr "Door de"
67 |
68 | msgid "Last updated on"
69 | msgstr "Laatst geupdate op"
70 |
71 | msgid "Download source file"
72 | msgstr "Download het bronbestand"
73 |
74 | msgid "Download this page"
75 | msgstr "Download deze pagina"
76 |
--------------------------------------------------------------------------------
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/docs/_static/locales/no/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: no\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema av"
13 |
14 | msgid "Open an issue"
15 | msgstr "Åpne et problem"
16 |
17 | msgid "Contents"
18 | msgstr "Innhold"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Last ned notatbokfilen"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx boktema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Fullskjerm-modus"
28 |
29 | msgid "Edit this page"
30 | msgstr "Rediger denne siden"
31 |
32 | msgid "By"
33 | msgstr "Av"
34 |
35 | msgid "Copyright"
36 | msgstr "opphavsrett"
37 |
38 | msgid "Source repository"
39 | msgstr "Kildedepot"
40 |
41 | msgid "previous page"
42 | msgstr "forrige side"
43 |
44 | msgid "next page"
45 | msgstr "neste side"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Bytt navigasjon"
49 |
50 | msgid "repository"
51 | msgstr "oppbevaringssted"
52 |
53 | msgid "suggest edit"
54 | msgstr "foreslå redigering"
55 |
56 | msgid "open issue"
57 | msgstr "åpent nummer"
58 |
59 | msgid "Launch"
60 | msgstr "Start"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Skriv ut til PDF"
64 |
65 | msgid "By the"
66 | msgstr "Ved"
67 |
68 | msgid "Last updated on"
69 | msgstr "Sist oppdatert den"
70 |
71 | msgid "Download source file"
72 | msgstr "Last ned kildefilen"
73 |
74 | msgid "Download this page"
75 | msgstr "Last ned denne siden"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/pl/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/pl/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: pl\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Motyw autorstwa"
13 |
14 | msgid "Open an issue"
15 | msgstr "Otwórz problem"
16 |
17 | msgid "Contents"
18 | msgstr "Zawartość"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Pobierz plik notatnika"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Motyw książki Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Pełny ekran"
28 |
29 | msgid "Edit this page"
30 | msgstr "Edytuj tę strone"
31 |
32 | msgid "By"
33 | msgstr "Przez"
34 |
35 | msgid "Copyright"
36 | msgstr "prawa autorskie"
37 |
38 | msgid "Source repository"
39 | msgstr "Repozytorium źródłowe"
40 |
41 | msgid "previous page"
42 | msgstr "Poprzednia strona"
43 |
44 | msgid "next page"
45 | msgstr "Następna strona"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Przełącz nawigację"
49 |
50 | msgid "repository"
51 | msgstr "magazyn"
52 |
53 | msgid "suggest edit"
54 | msgstr "zaproponuj edycję"
55 |
56 | msgid "open issue"
57 | msgstr "otwarty problem"
58 |
59 | msgid "Launch"
60 | msgstr "Uruchomić"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Drukuj do PDF"
64 |
65 | msgid "By the"
66 | msgstr "Przez"
67 |
68 | msgid "Last updated on"
69 | msgstr "Ostatnia aktualizacja"
70 |
71 | msgid "Download source file"
72 | msgstr "Pobierz plik źródłowy"
73 |
74 | msgid "Download this page"
75 | msgstr "Pobierz tę stronę"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/pt/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/pt/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: pt\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema por"
13 |
14 | msgid "Open an issue"
15 | msgstr "Abra um problema"
16 |
17 | msgid "Contents"
18 | msgstr "Conteúdo"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Baixar arquivo de notebook"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema do livro Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Modo tela cheia"
28 |
29 | msgid "Edit this page"
30 | msgstr "Edite essa página"
31 |
32 | msgid "By"
33 | msgstr "De"
34 |
35 | msgid "Copyright"
36 | msgstr "direito autoral"
37 |
38 | msgid "Source repository"
39 | msgstr "Repositório fonte"
40 |
41 | msgid "previous page"
42 | msgstr "página anterior"
43 |
44 | msgid "next page"
45 | msgstr "próxima página"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Alternar de navegação"
49 |
50 | msgid "repository"
51 | msgstr "repositório"
52 |
53 | msgid "suggest edit"
54 | msgstr "sugerir edição"
55 |
56 | msgid "open issue"
57 | msgstr "questão aberta"
58 |
59 | msgid "Launch"
60 | msgstr "Lançamento"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Imprimir em PDF"
64 |
65 | msgid "By the"
66 | msgstr "Pelo"
67 |
68 | msgid "Last updated on"
69 | msgstr "Última atualização em"
70 |
71 | msgid "Download source file"
72 | msgstr "Baixar arquivo fonte"
73 |
74 | msgid "Download this page"
75 | msgstr "Baixe esta página"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ro/LC_MESSAGES/booktheme.mo:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ro\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema de"
13 |
14 | msgid "Open an issue"
15 | msgstr "Deschideți o problemă"
16 |
17 | msgid "Contents"
18 | msgstr "Cuprins"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Descărcați fișierul notebook"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema Sphinx Book"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Modul ecran întreg"
28 |
29 | msgid "Edit this page"
30 | msgstr "Editați această pagină"
31 |
32 | msgid "By"
33 | msgstr "De"
34 |
35 | msgid "Copyright"
36 | msgstr "Drepturi de autor"
37 |
38 | msgid "Source repository"
39 | msgstr "Depozit sursă"
40 |
41 | msgid "previous page"
42 | msgstr "pagina anterioară"
43 |
44 | msgid "next page"
45 | msgstr "pagina următoare"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Comutare navigare"
49 |
50 | msgid "repository"
51 | msgstr "repertoriu"
52 |
53 | msgid "suggest edit"
54 | msgstr "sugerează editare"
55 |
56 | msgid "open issue"
57 | msgstr "problema deschisă"
58 |
59 | msgid "Launch"
60 | msgstr "Lansa"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Imprimați în PDF"
64 |
65 | msgid "By the"
66 | msgstr "Langa"
67 |
68 | msgid "Last updated on"
69 | msgstr "Ultima actualizare la"
70 |
71 | msgid "Download source file"
72 | msgstr "Descărcați fișierul sursă"
73 |
74 | msgid "Download this page"
75 | msgstr "Descarcă această pagină"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ru/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/ru/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ru\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Тема от"
13 |
14 | msgid "Open an issue"
15 | msgstr "Открыть вопрос"
16 |
17 | msgid "Contents"
18 | msgstr "Содержание"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Скачать файл записной книжки"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Тема книги Сфинкс"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Полноэкранный режим"
28 |
29 | msgid "Edit this page"
30 | msgstr "Редактировать эту страницу"
31 |
32 | msgid "By"
33 | msgstr "По"
34 |
35 | msgid "Copyright"
36 | msgstr "авторское право"
37 |
38 | msgid "Source repository"
39 | msgstr "Исходный репозиторий"
40 |
41 | msgid "previous page"
42 | msgstr "Предыдущая страница"
43 |
44 | msgid "next page"
45 | msgstr "Следующая страница"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Переключить навигацию"
49 |
50 | msgid "repository"
51 | msgstr "хранилище"
52 |
53 | msgid "suggest edit"
54 | msgstr "предложить редактировать"
55 |
56 | msgid "open issue"
57 | msgstr "открытый вопрос"
58 |
59 | msgid "Launch"
60 | msgstr "Запуск"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Распечатать в PDF"
64 |
65 | msgid "By the"
66 | msgstr "Посредством"
67 |
68 | msgid "Last updated on"
69 | msgstr "Последнее обновление"
70 |
71 | msgid "Download source file"
72 | msgstr "Скачать исходный файл"
73 |
74 | msgid "Download this page"
75 | msgstr "Загрузите эту страницу"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/sk/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/sk/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: sk\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Téma od"
13 |
14 | msgid "Open an issue"
15 | msgstr "Otvorte problém"
16 |
17 | msgid "Contents"
18 | msgstr "Obsah"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Stiahnite si zošit"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Téma knihy Sfinga"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Režim celej obrazovky"
28 |
29 | msgid "Edit this page"
30 | msgstr "Upraviť túto stránku"
31 |
32 | msgid "By"
33 | msgstr "Autor:"
34 |
35 | msgid "Copyright"
36 | msgstr "Autorské práva"
37 |
38 | msgid "Source repository"
39 | msgstr "Zdrojové úložisko"
40 |
41 | msgid "previous page"
42 | msgstr "predchádzajúca strana"
43 |
44 | msgid "next page"
45 | msgstr "ďalšia strana"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Prepnúť navigáciu"
49 |
50 | msgid "repository"
51 | msgstr "Úložisko"
52 |
53 | msgid "suggest edit"
54 | msgstr "navrhnúť úpravu"
55 |
56 | msgid "open issue"
57 | msgstr "otvorené vydanie"
58 |
59 | msgid "Launch"
60 | msgstr "Spustiť"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Tlač do PDF"
64 |
65 | msgid "By the"
66 | msgstr "Podľa"
67 |
68 | msgid "Last updated on"
69 | msgstr "Posledná aktualizácia dňa"
70 |
71 | msgid "Download source file"
72 | msgstr "Stiahnite si zdrojový súbor"
73 |
74 | msgid "Download this page"
75 | msgstr "Stiahnite si túto stránku"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/sl/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/sl/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: sl\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema avtorja"
13 |
14 | msgid "Open an issue"
15 | msgstr "Odprite številko"
16 |
17 | msgid "Contents"
18 | msgstr "Vsebina"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Prenesite datoteko zvezka"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Tema knjige Sphinx"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Celozaslonski način"
28 |
29 | msgid "Edit this page"
30 | msgstr "Uredite to stran"
31 |
32 | msgid "By"
33 | msgstr "Avtor"
34 |
35 | msgid "Copyright"
36 | msgstr "avtorske pravice"
37 |
38 | msgid "Source repository"
39 | msgstr "Izvorno skladišče"
40 |
41 | msgid "previous page"
42 | msgstr "Prejšnja stran"
43 |
44 | msgid "next page"
45 | msgstr "Naslednja stran"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Preklopi navigacijo"
49 |
50 | msgid "repository"
51 | msgstr "odlagališče"
52 |
53 | msgid "suggest edit"
54 | msgstr "predlagajte urejanje"
55 |
56 | msgid "open issue"
57 | msgstr "odprto vprašanje"
58 |
59 | msgid "Launch"
60 | msgstr "Kosilo"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Natisni v PDF"
64 |
65 | msgid "By the"
66 | msgstr "Avtor"
67 |
68 | msgid "Last updated on"
69 | msgstr "Nazadnje posodobljeno dne"
70 |
71 | msgid "Download source file"
72 | msgstr "Prenesite izvorno datoteko"
73 |
74 | msgid "Download this page"
75 | msgstr "Prenesite to stran"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/sr/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/sr/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: sr\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Тхеме би"
13 |
14 | msgid "Open an issue"
15 | msgstr "Отворите издање"
16 |
17 | msgid "Contents"
18 | msgstr "Садржај"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Преузмите датотеку бележнице"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Тема књиге Спхинк"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Режим целог екрана"
28 |
29 | msgid "Edit this page"
30 | msgstr "Уредите ову страницу"
31 |
32 | msgid "By"
33 | msgstr "Од стране"
34 |
35 | msgid "Copyright"
36 | msgstr "Ауторско право"
37 |
38 | msgid "Source repository"
39 | msgstr "Изворно спремиште"
40 |
41 | msgid "previous page"
42 | msgstr "Претходна страница"
43 |
44 | msgid "next page"
45 | msgstr "Следећа страна"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Укључи / искључи навигацију"
49 |
50 | msgid "repository"
51 | msgstr "спремиште"
52 |
53 | msgid "suggest edit"
54 | msgstr "предложи уређивање"
55 |
56 | msgid "open issue"
57 | msgstr "отворено издање"
58 |
59 | msgid "Launch"
60 | msgstr "Лансирање"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Испис у ПДФ"
64 |
65 | msgid "By the"
66 | msgstr "Од"
67 |
68 | msgid "Last updated on"
69 | msgstr "Последње ажурирање"
70 |
71 | msgid "Download source file"
72 | msgstr "Преузми изворну датотеку"
73 |
74 | msgid "Download this page"
75 | msgstr "Преузмите ову страницу"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/sv/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/sv/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: sv\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema av"
13 |
14 | msgid "Open an issue"
15 | msgstr "Öppna en problemrapport"
16 |
17 | msgid "Contents"
18 | msgstr "Innehåll"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Ladda ner notebook-fil"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx Boktema"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Fullskärmsläge"
28 |
29 | msgid "Edit this page"
30 | msgstr "Redigera den här sidan"
31 |
32 | msgid "By"
33 | msgstr "Av"
34 |
35 | msgid "Copyright"
36 | msgstr "Upphovsrätt"
37 |
38 | msgid "Source repository"
39 | msgstr "Källkodsrepositorium"
40 |
41 | msgid "previous page"
42 | msgstr "föregående sida"
43 |
44 | msgid "next page"
45 | msgstr "nästa sida"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Växla navigering"
49 |
50 | msgid "repository"
51 | msgstr "repositorium"
52 |
53 | msgid "suggest edit"
54 | msgstr "föreslå ändring"
55 |
56 | msgid "open issue"
57 | msgstr "öppna problemrapport"
58 |
59 | msgid "Launch"
60 | msgstr "Öppna"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Skriv ut till PDF"
64 |
65 | msgid "By the"
66 | msgstr "Av den"
67 |
68 | msgid "Last updated on"
69 | msgstr "Senast uppdaterad den"
70 |
71 | msgid "Download source file"
72 | msgstr "Ladda ner källfil"
73 |
74 | msgid "Download this page"
75 | msgstr "Ladda ner den här sidan"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ta/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/ta/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ta\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "வழங்கிய தீம்"
13 |
14 | msgid "Open an issue"
15 | msgstr "சிக்கலைத் திறக்கவும்"
16 |
17 | msgid "Download notebook file"
18 | msgstr "நோட்புக் கோப்பைப் பதிவிறக்கவும்"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "ஸ்பிங்க்ஸ் புத்தக தீம்"
22 |
23 | msgid "Edit this page"
24 | msgstr "இந்தப் பக்கத்தைத் திருத்தவும்"
25 |
26 | msgid "By"
27 | msgstr "வழங்கியவர்"
28 |
29 | msgid "Copyright"
30 | msgstr "பதிப்புரிமை"
31 |
32 | msgid "Source repository"
33 | msgstr "மூல களஞ்சியம்"
34 |
35 | msgid "previous page"
36 | msgstr "முந்தைய பக்கம்"
37 |
38 | msgid "next page"
39 | msgstr "அடுத்த பக்கம்"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "வழிசெலுத்தலை நிலைமாற்று"
43 |
44 | msgid "suggest edit"
45 | msgstr "திருத்த பரிந்துரைக்கவும்"
46 |
47 | msgid "open issue"
48 | msgstr "திறந்த பிரச்சினை"
49 |
50 | msgid "Launch"
51 | msgstr "தொடங்க"
52 |
53 | msgid "Print to PDF"
54 | msgstr "PDF இல் அச்சிடுக"
55 |
56 | msgid "By the"
57 | msgstr "மூலம்"
58 |
59 | msgid "Last updated on"
60 | msgstr "கடைசியாக புதுப்பிக்கப்பட்டது"
61 |
62 | msgid "Download source file"
63 | msgstr "மூல கோப்பைப் பதிவிறக்குக"
64 |
65 | msgid "Download this page"
66 | msgstr "இந்தப் பக்கத்தைப் பதிவிறக்கவும்"
67 |
--------------------------------------------------------------------------------
/docs/_static/locales/te/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/te/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: te\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "ద్వారా థీమ్"
13 |
14 | msgid "Open an issue"
15 | msgstr "సమస్యను తెరవండి"
16 |
17 | msgid "Download notebook file"
18 | msgstr "నోట్బుక్ ఫైల్ను డౌన్లోడ్ చేయండి"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "సింహిక పుస్తక థీమ్"
22 |
23 | msgid "Edit this page"
24 | msgstr "ఈ పేజీని సవరించండి"
25 |
26 | msgid "By"
27 | msgstr "ద్వారా"
28 |
29 | msgid "Copyright"
30 | msgstr "కాపీరైట్"
31 |
32 | msgid "Source repository"
33 | msgstr "మూల రిపోజిటరీ"
34 |
35 | msgid "previous page"
36 | msgstr "ముందు పేజి"
37 |
38 | msgid "next page"
39 | msgstr "తరువాతి పేజీ"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "నావిగేషన్ను టోగుల్ చేయండి"
43 |
44 | msgid "suggest edit"
45 | msgstr "సవరించమని సూచించండి"
46 |
47 | msgid "open issue"
48 | msgstr "ఓపెన్ ఇష్యూ"
49 |
50 | msgid "Launch"
51 | msgstr "ప్రారంభించండి"
52 |
53 | msgid "Print to PDF"
54 | msgstr "PDF కి ముద్రించండి"
55 |
56 | msgid "By the"
57 | msgstr "ద్వారా"
58 |
59 | msgid "Last updated on"
60 | msgstr "చివరిగా నవీకరించబడింది"
61 |
62 | msgid "Download source file"
63 | msgstr "మూల ఫైల్ను డౌన్లోడ్ చేయండి"
64 |
65 | msgid "Download this page"
66 | msgstr "ఈ పేజీని డౌన్లోడ్ చేయండి"
67 |
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/docs/_static/locales/tg/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: tg\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Мавзӯъи аз"
13 |
14 | msgid "Open an issue"
15 | msgstr "Масъаларо кушоед"
16 |
17 | msgid "Contents"
18 | msgstr "Мундариҷа"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Файли дафтарро зеркашӣ кунед"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Сфинкс Мавзӯи китоб"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Ҳолати экрани пурра"
28 |
29 | msgid "Edit this page"
30 | msgstr "Ин саҳифаро таҳрир кунед"
31 |
32 | msgid "By"
33 | msgstr "Бо"
34 |
35 | msgid "Copyright"
36 | msgstr "Ҳуқуқи муаллиф"
37 |
38 | msgid "Source repository"
39 | msgstr "Анбори манбаъ"
40 |
41 | msgid "previous page"
42 | msgstr "саҳифаи қаблӣ"
43 |
44 | msgid "next page"
45 | msgstr "саҳифаи оянда"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Гузаришро иваз кунед"
49 |
50 | msgid "repository"
51 | msgstr "анбор"
52 |
53 | msgid "suggest edit"
54 | msgstr "пешниҳод вироиш"
55 |
56 | msgid "open issue"
57 | msgstr "барориши кушод"
58 |
59 | msgid "Launch"
60 | msgstr "Оғоз"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Чоп ба PDF"
64 |
65 | msgid "By the"
66 | msgstr "Бо"
67 |
68 | msgid "Last updated on"
69 | msgstr "Last навсозӣ дар"
70 |
71 | msgid "Download source file"
72 | msgstr "Файли манбаъро зеркашӣ кунед"
73 |
74 | msgid "Download this page"
75 | msgstr "Ин саҳифаро зеркашӣ кунед"
76 |
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/docs/_static/locales/th/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: th\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "ธีมโดย"
13 |
14 | msgid "Open an issue"
15 | msgstr "เปิดปัญหา"
16 |
17 | msgid "Contents"
18 | msgstr "สารบัญ"
19 |
20 | msgid "Download notebook file"
21 | msgstr "ดาวน์โหลดไฟล์สมุดบันทึก"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "ธีมหนังสือสฟิงซ์"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "โหมดเต็มหน้าจอ"
28 |
29 | msgid "Edit this page"
30 | msgstr "แก้ไขหน้านี้"
31 |
32 | msgid "By"
33 | msgstr "โดย"
34 |
35 | msgid "Copyright"
36 | msgstr "ลิขสิทธิ์"
37 |
38 | msgid "Source repository"
39 | msgstr "ที่เก็บซอร์ส"
40 |
41 | msgid "previous page"
42 | msgstr "หน้าที่แล้ว"
43 |
44 | msgid "next page"
45 | msgstr "หน้าต่อไป"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "ไม่ต้องสลับช่องทาง"
49 |
50 | msgid "repository"
51 | msgstr "ที่เก็บ"
52 |
53 | msgid "suggest edit"
54 | msgstr "แนะนำแก้ไข"
55 |
56 | msgid "open issue"
57 | msgstr "เปิดปัญหา"
58 |
59 | msgid "Launch"
60 | msgstr "เปิด"
61 |
62 | msgid "Print to PDF"
63 | msgstr "พิมพ์เป็น PDF"
64 |
65 | msgid "By the"
66 | msgstr "โดย"
67 |
68 | msgid "Last updated on"
69 | msgstr "ปรับปรุงล่าสุดเมื่อ"
70 |
71 | msgid "Download source file"
72 | msgstr "ดาวน์โหลดไฟล์ต้นฉบับ"
73 |
74 | msgid "Download this page"
75 | msgstr "ดาวน์โหลดหน้านี้"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/tl/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/tl/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: tl\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tema ng"
13 |
14 | msgid "Open an issue"
15 | msgstr "Magbukas ng isyu"
16 |
17 | msgid "Download notebook file"
18 | msgstr "Mag-download ng file ng notebook"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "Tema ng Sphinx Book"
22 |
23 | msgid "Edit this page"
24 | msgstr "I-edit ang pahinang ito"
25 |
26 | msgid "By"
27 | msgstr "Ni"
28 |
29 | msgid "Copyright"
30 | msgstr "Copyright"
31 |
32 | msgid "Source repository"
33 | msgstr "Pinagmulan ng imbakan"
34 |
35 | msgid "previous page"
36 | msgstr "Nakaraang pahina"
37 |
38 | msgid "next page"
39 | msgstr "Susunod na pahina"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "I-toggle ang pag-navigate"
43 |
44 | msgid "suggest edit"
45 | msgstr "iminumungkahi i-edit"
46 |
47 | msgid "open issue"
48 | msgstr "bukas na isyu"
49 |
50 | msgid "Launch"
51 | msgstr "Ilunsad"
52 |
53 | msgid "Print to PDF"
54 | msgstr "I-print sa PDF"
55 |
56 | msgid "By the"
57 | msgstr "Sa pamamagitan ng"
58 |
59 | msgid "Last updated on"
60 | msgstr "Huling na-update noong"
61 |
62 | msgid "Download source file"
63 | msgstr "Mag-download ng file ng pinagmulan"
64 |
65 | msgid "Download this page"
66 | msgstr "I-download ang pahinang ito"
67 |
--------------------------------------------------------------------------------
/docs/_static/locales/tr/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/tr/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: tr\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Tarafından tema"
13 |
14 | msgid "Open an issue"
15 | msgstr "Bir sorunu açın"
16 |
17 | msgid "Contents"
18 | msgstr "İçindekiler"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Defter dosyasını indirin"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sfenks Kitap Teması"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Tam ekran modu"
28 |
29 | msgid "Edit this page"
30 | msgstr "Bu sayfayı düzenle"
31 |
32 | msgid "By"
33 | msgstr "Tarafından"
34 |
35 | msgid "Copyright"
36 | msgstr "Telif hakkı"
37 |
38 | msgid "Source repository"
39 | msgstr "Kaynak kod deposu"
40 |
41 | msgid "previous page"
42 | msgstr "önceki sayfa"
43 |
44 | msgid "next page"
45 | msgstr "sonraki Sayfa"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Gezinmeyi değiştir"
49 |
50 | msgid "repository"
51 | msgstr "depo"
52 |
53 | msgid "suggest edit"
54 | msgstr "düzenleme öner"
55 |
56 | msgid "open issue"
57 | msgstr "Açık konu"
58 |
59 | msgid "Launch"
60 | msgstr "Başlatmak"
61 |
62 | msgid "Print to PDF"
63 | msgstr "PDF olarak yazdır"
64 |
65 | msgid "By the"
66 | msgstr "Tarafından"
67 |
68 | msgid "Last updated on"
69 | msgstr "Son güncelleme tarihi"
70 |
71 | msgid "Download source file"
72 | msgstr "Kaynak dosyayı indirin"
73 |
74 | msgid "Download this page"
75 | msgstr "Bu sayfayı indirin"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/uk/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/uk/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: uk\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Тема від"
13 |
14 | msgid "Open an issue"
15 | msgstr "Відкрийте випуск"
16 |
17 | msgid "Contents"
18 | msgstr "Зміст"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Завантажте файл блокнота"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Тема книги \"Сфінкс\""
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Повноекранний режим"
28 |
29 | msgid "Edit this page"
30 | msgstr "Редагувати цю сторінку"
31 |
32 | msgid "By"
33 | msgstr "Автор"
34 |
35 | msgid "Copyright"
36 | msgstr "Авторське право"
37 |
38 | msgid "Source repository"
39 | msgstr "Джерело сховища"
40 |
41 | msgid "previous page"
42 | msgstr "Попередня сторінка"
43 |
44 | msgid "next page"
45 | msgstr "Наступна сторінка"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Переключити навігацію"
49 |
50 | msgid "repository"
51 | msgstr "сховище"
52 |
53 | msgid "suggest edit"
54 | msgstr "запропонувати редагувати"
55 |
56 | msgid "open issue"
57 | msgstr "відкритий випуск"
58 |
59 | msgid "Launch"
60 | msgstr "Запуск"
61 |
62 | msgid "Print to PDF"
63 | msgstr "Друк у форматі PDF"
64 |
65 | msgid "By the"
66 | msgstr "По"
67 |
68 | msgid "Last updated on"
69 | msgstr "Останнє оновлення:"
70 |
71 | msgid "Download source file"
72 | msgstr "Завантажити вихідний файл"
73 |
74 | msgid "Download this page"
75 | msgstr "Завантажте цю сторінку"
76 |
--------------------------------------------------------------------------------
/docs/_static/locales/ur/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/ur/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: ur\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "کے ذریعہ تھیم"
13 |
14 | msgid "Open an issue"
15 | msgstr "ایک مسئلہ کھولیں"
16 |
17 | msgid "Download notebook file"
18 | msgstr "نوٹ بک فائل ڈاؤن لوڈ کریں"
19 |
20 | msgid "Sphinx Book Theme"
21 | msgstr "سپنکس بک تھیم"
22 |
23 | msgid "Edit this page"
24 | msgstr "اس صفحے میں ترمیم کریں"
25 |
26 | msgid "By"
27 | msgstr "بذریعہ"
28 |
29 | msgid "Copyright"
30 | msgstr "کاپی رائٹ"
31 |
32 | msgid "Source repository"
33 | msgstr "ماخذ ذخیرہ"
34 |
35 | msgid "previous page"
36 | msgstr "سابقہ صفحہ"
37 |
38 | msgid "next page"
39 | msgstr "اگلا صفحہ"
40 |
41 | msgid "Toggle navigation"
42 | msgstr "نیویگیشن ٹوگل کریں"
43 |
44 | msgid "suggest edit"
45 | msgstr "ترمیم کی تجویز کریں"
46 |
47 | msgid "open issue"
48 | msgstr "کھلا مسئلہ"
49 |
50 | msgid "Launch"
51 | msgstr "لانچ کریں"
52 |
53 | msgid "Print to PDF"
54 | msgstr "پی ڈی ایف پرنٹ کریں"
55 |
56 | msgid "By the"
57 | msgstr "کی طرف"
58 |
59 | msgid "Last updated on"
60 | msgstr "آخری بار تازہ کاری ہوئی"
61 |
62 | msgid "Download source file"
63 | msgstr "سورس فائل ڈاؤن لوڈ کریں"
64 |
65 | msgid "Download this page"
66 | msgstr "اس صفحے کو ڈاؤن لوڈ کریں"
67 |
--------------------------------------------------------------------------------
/docs/_static/locales/vi/LC_MESSAGES/booktheme.mo:
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/docs/_static/locales/vi/LC_MESSAGES/booktheme.po:
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: vi\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "Chủ đề của"
13 |
14 | msgid "Open an issue"
15 | msgstr "Mở một vấn đề"
16 |
17 | msgid "Contents"
18 | msgstr "Nội dung"
19 |
20 | msgid "Download notebook file"
21 | msgstr "Tải xuống tệp sổ tay"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Chủ đề sách nhân sư"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "Chế độ toàn màn hình"
28 |
29 | msgid "Edit this page"
30 | msgstr "chỉnh sửa trang này"
31 |
32 | msgid "By"
33 | msgstr "Bởi"
34 |
35 | msgid "Copyright"
36 | msgstr "Bản quyền"
37 |
38 | msgid "Source repository"
39 | msgstr "Kho nguồn"
40 |
41 | msgid "previous page"
42 | msgstr "trang trước"
43 |
44 | msgid "next page"
45 | msgstr "Trang tiếp theo"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "Chuyển đổi điều hướng thành"
49 |
50 | msgid "repository"
51 | msgstr "kho"
52 |
53 | msgid "suggest edit"
54 | msgstr "đề nghị chỉnh sửa"
55 |
56 | msgid "open issue"
57 | msgstr "vấn đề mở"
58 |
59 | msgid "Launch"
60 | msgstr "Phóng"
61 |
62 | msgid "Print to PDF"
63 | msgstr "In sang PDF"
64 |
65 | msgid "By the"
66 | msgstr "Bằng"
67 |
68 | msgid "Last updated on"
69 | msgstr "Cập nhật lần cuối vào"
70 |
71 | msgid "Download source file"
72 | msgstr "Tải xuống tệp nguồn"
73 |
74 | msgid "Download this page"
75 | msgstr "Tải xuống trang này"
76 |
--------------------------------------------------------------------------------
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: zh_CN\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "主题作者:"
13 |
14 | msgid "Open an issue"
15 | msgstr "创建议题"
16 |
17 | msgid "Contents"
18 | msgstr "目录"
19 |
20 | msgid "Download notebook file"
21 | msgstr "下载笔记本文件"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx Book 主题"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "全屏模式"
28 |
29 | msgid "Edit this page"
30 | msgstr "编辑此页面"
31 |
32 | msgid "By"
33 | msgstr "作者:"
34 |
35 | msgid "Copyright"
36 | msgstr "版权"
37 |
38 | msgid "Source repository"
39 | msgstr "源码库"
40 |
41 | msgid "previous page"
42 | msgstr "上一页"
43 |
44 | msgid "next page"
45 | msgstr "下一页"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "显示或隐藏导航栏"
49 |
50 | msgid "repository"
51 | msgstr "仓库"
52 |
53 | msgid "suggest edit"
54 | msgstr "提出修改建议"
55 |
56 | msgid "open issue"
57 | msgstr "创建议题"
58 |
59 | msgid "Launch"
60 | msgstr "启动"
61 |
62 | msgid "Print to PDF"
63 | msgstr "列印成 PDF"
64 |
65 | msgid "By the"
66 | msgstr "作者:"
67 |
68 | msgid "Last updated on"
69 | msgstr "上次更新时间:"
70 |
71 | msgid "Download source file"
72 | msgstr "下载源文件"
73 |
74 | msgid "Download this page"
75 | msgstr "下载此页面"
76 |
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1 |
2 | msgid ""
3 | msgstr ""
4 | "Project-Id-Version: Sphinx-Book-Theme\n"
5 | "MIME-Version: 1.0\n"
6 | "Content-Type: text/plain; charset=UTF-8\n"
7 | "Content-Transfer-Encoding: 8bit\n"
8 | "Language: zh_TW\n"
9 | "Plural-Forms: nplurals=2; plural=(n != 1);\n"
10 |
11 | msgid "Theme by the"
12 | msgstr "佈景主題作者:"
13 |
14 | msgid "Open an issue"
15 | msgstr "開啟議題"
16 |
17 | msgid "Contents"
18 | msgstr "目錄"
19 |
20 | msgid "Download notebook file"
21 | msgstr "下載 Notebook 檔案"
22 |
23 | msgid "Sphinx Book Theme"
24 | msgstr "Sphinx Book 佈景主題"
25 |
26 | msgid "Fullscreen mode"
27 | msgstr "全螢幕模式"
28 |
29 | msgid "Edit this page"
30 | msgstr "編輯此頁面"
31 |
32 | msgid "By"
33 | msgstr "作者:"
34 |
35 | msgid "Copyright"
36 | msgstr "Copyright"
37 |
38 | msgid "Source repository"
39 | msgstr "來源儲存庫"
40 |
41 | msgid "previous page"
42 | msgstr "上一頁"
43 |
44 | msgid "next page"
45 | msgstr "下一頁"
46 |
47 | msgid "Toggle navigation"
48 | msgstr "顯示或隱藏導覽列"
49 |
50 | msgid "repository"
51 | msgstr "儲存庫"
52 |
53 | msgid "suggest edit"
54 | msgstr "提出修改建議"
55 |
56 | msgid "open issue"
57 | msgstr "公開的問題"
58 |
59 | msgid "Launch"
60 | msgstr "啟動"
61 |
62 | msgid "Print to PDF"
63 | msgstr "列印成 PDF"
64 |
65 | msgid "By the"
66 | msgstr "作者:"
67 |
68 | msgid "Last updated on"
69 | msgstr "最後更新時間:"
70 |
71 | msgid "Download source file"
72 | msgstr "下載原始檔"
73 |
74 | msgid "Download this page"
75 | msgstr "下載此頁面"
76 |
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1 | /*
2 | * plot_directive.css
3 | * ~~~~~~~~~~~~
4 | *
5 | * Stylesheet controlling images created using the `plot` directive within
6 | * Sphinx.
7 | *
8 | * :copyright: Copyright 2020-* by the Matplotlib development team.
9 | * :license: Matplotlib, see LICENSE for details.
10 | *
11 | */
12 |
13 | img.plot-directive {
14 | border: 0;
15 | max-width: 100%;
16 | }
17 |
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1 |
5 | {% macro head_pre_bootstrap() %}
6 |
7 | {% endmacro %}
8 |
9 | {% macro body_post() %}
10 |
11 | {% endmacro %}
12 |
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1 | /*!
2 | * Bootstrap v5.3.2 (https://getbootstrap.com/)
3 | * Copyright 2011-2023 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)
4 | * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
5 | */
6 |
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1 | /* Provided by Sphinx's 'basic' theme, and included in the final set of assets */
2 | @import "../basic.css";
3 |
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1 | /*!
2 | * Font Awesome Free 6.5.1 by @fontawesome - https://fontawesome.com
3 | * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)
4 | * Copyright 2023 Fonticons, Inc.
5 | */
6 |
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1 | @ECHO OFF
2 |
3 | pushd %~dp0
4 |
5 | REM Command file for Sphinx documentation
6 |
7 | if "%SPHINXBUILD%" == "" (
8 | set SPHINXBUILD=sphinx-build
9 | )
10 | set SOURCEDIR=source
11 | set BUILDDIR=build
12 |
13 | if "%1" == "" goto help
14 |
15 | %SPHINXBUILD% >NUL 2>NUL
16 | if errorlevel 9009 (
17 | echo.
18 | echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
19 | echo.installed, then set the SPHINXBUILD environment variable to point
20 | echo.to the full path of the 'sphinx-build' executable. Alternatively you
21 | echo.may add the Sphinx directory to PATH.
22 | echo.
23 | echo.If you don't have Sphinx installed, grab it from
24 | echo.https://www.sphinx-doc.org/
25 | exit /b 1
26 | )
27 |
28 | %SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
29 | goto end
30 |
31 | :help
32 | %SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
33 |
34 | :end
35 | popd
36 |
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/source/IDEA/image2vec.md:
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1 | 参考 word2vec 的方式
2 |
3 | | word2vec | image2vec |
4 | | -------- | --------- |
5 | | | |
6 | | | |
7 | | | |
8 | 词-子图对象
9 | 词干-图像背景
10 | 字符语义-图像语义
11 |
12 | 要设计并实现一个类似于Word2Vec的Image2Vec模型,我们需要考虑如何将图像数据转换为可以表示图像语义的向量。这里我们可以借鉴Word2Vec的思想,通过学习图像之间的上下文关系来捕获图像的语义信息。以下是一个简单的实现步骤:
13 |
14 | 1. 数据预处理:首先,我们需要将图像数据集转换为适合输入神经网络的格式。这可能包括缩放图像大小、归一化像素值等。此外,我们还需要为图像数据集构建一个上下文关系,这可以通过将图像按照某种顺序排列(例如,基于图像类别或场景)或者基于图像之间的相似性来实现。
15 |
16 | 2. 特征提取:为了将图像转换为向量表示,我们需要从图像中提取特征。这可以通过使用预训练的卷积神经网络(CNN)模型来实现。我们可以选择一个适当的预训练模型(如VGG、ResNet等),并将其作为特征提取器使用。具体来说,我们可以去掉模型的最后一层(通常是全连接层或分类层),并使用倒数第二层的输出作为图像的向量表示。
17 |
18 | 3. 上下文关系学习:与Word2Vec类似,我们需要学习图像之间的上下文关系。我们可以使用类似于Skip-gram或CBOW的方法来实现这一目标。在这个阶段,我们可以将特征提取步骤中得到的图像向量作为输入,然后使用神经网络来学习图像之间的上下文关系。例如,对于Skip-gram方法,我们可以尝试预测给定图像的上下文图像;而对于CBOW方法,我们可以尝试根据给定的上下文图像预测中心图像。
19 |
20 | 4. 训练和优化:通过大量的训练数据来训练和优化我们的Image2Vec模型。在训练过程中,我们需要不断调整模型参数,以便更好地捕获图像之间的上下文关系。训练完成后,我们可以得到一个能够将图像转换为向量表示的模型。
21 |
22 | 5. 应用和评估:使用训练好的Image2Vec模型进行下游任务,如图像检索、分类、聚类等。通过评估模型在这些任务上的性能,我们可以验证Image2Vec模型是否能够有效地捕获图像的语义信息。
23 |
24 |
25 | 在这个过程中,我们可以将词汇与子图对象相类比,将词汇的上下文关系与图像背景相类比,以及将字符语义与图像语义相类比。通过学习图像之间的上下文关系,我们可以构建一个类似于Word2Vec的Image2Vec模型,从而实现对图像语义信息的捕获。
--------------------------------------------------------------------------------
/source/IDEA/基于prompt的自定义特征描述子.md:
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https://raw.githubusercontent.com/isLinXu/paper-read-notes/99e9bb748b868ae62c79e2739f992ee4943c0fde/source/IDEA/基于prompt的自定义特征描述子.md
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/source/Implementation/index.md:
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1 | # 论文复现指南
2 | ```{toctree}
3 | :maxdepth: 2
4 | articlereproduction_cv
5 | articlereproduction_nlp
6 | articlereproduction_rec
7 | engineeringlandingcomp
8 | ```
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/source/List/attention.md:
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1 | ## 注意力部分(attention)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------ | ------ | ---- | ---- |
5 | | 1 | Attention-Based Models for Speech Recognition | | 混合注意力机制论文 | | 2015 | |
6 | | 2 | Effective Approaches to Attention-based Neural Machine Translation | | 孪生注意力论文 | | 2015 | |
7 | | 3 | Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks | | 各自升级的孪生注意力论文 | | 2016 | |
8 | | 4 | NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE | | 孪生注意力论文 | | 2016 | |
9 | | 5 | Attention Is All You Need | | 大道至简的注意力论文 | | 2017 | |
10 | | 6 | Online and Linear-Time Attention by Enforcing Monotonic Alignments | | 单调注意力机制论文 | | 2017 | |
11 | | | | | | | | |
12 | | | | | | | | |
13 |
14 | ##
--------------------------------------------------------------------------------
/source/List/basis.md:
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1 | ## 神经网络基础(basis)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | -------------------------------------------- | ----- | ---- | ------ | ---- | ---- |
5 | | 1 | ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION | | | | 2015 | |
6 | | 2 | Wide & Deep Learning for Recommender Systems | | | | 2016 | |
7 | | 3 | Targeted Dropout | | | | | |
8 | | | | | | | | |
9 | | | | | | | | |
10 |
11 |
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/source/List/batch_normalization.md:
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1 | ## 批量&正则化(batch&normalization)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ---------------------- | ------ | ---- | ---- |
5 | | 1 | Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift | | 批量正则化论文 | | 2015 | |
6 | | 2 | Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models | | ReNorm算法论文 | | 2017 | |
7 | | | Instance Normalization: The Missing Ingredient for Fast Stylization | | 实例归一化论文 | | 2017 | |
8 | | 3 | Group Normalization | | GroupNorm算法论文 | | 2018 | |
9 | | 4 | DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION | | SwitchableNorm算法论文 | | 2019 | |
10 | | | | | | | | |
11 |
12 | ##
--------------------------------------------------------------------------------
/source/List/convolutional.md:
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1 | ## 高级卷积网络知识(Convolutional)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------- | ------ | ---- | ---- |
5 | | 1 | Convolutional Neural Networks for Sentence Classification | | 卷积网络新玩法TextCNN模型 | | 2014 | |
6 | | 2 | MATRIX CAPSULES WITH EM ROUTING | | 矩阵胶囊网络与EM路由算法 | | | |
7 | | 3 | Dynamic Routing Between Capsules | | 胶囊网络与动态路由的论文 | | 2017 | |
8 | | 4 | Information Aggregation via Dynamic Routing for Sequence Encoding | | 胶囊网络的其它用处 | | 2018 | |
9 | | | | | | | | |
10 |
11 | ##
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/source/List/gan.md:
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1 | ## AI合成部分(GAN)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | -------------------- | ------ | ---- | ---- |
5 | | 1 | Improved Training of Wasserstein GANs | | RNN.WGAN | | 2017 | |
6 | | 2 | TACOTRON: TOWARDS END-TO-END SPEECH SYNTHESIS | | Tacotron与Tacotron-2 | | 2017 | |
7 | | 4 | AttGAN: Facial Attribute Editing by Only Changing What You Want | | AttGAN | | 2018 | |
8 | | 5 | DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks | | DeblurGAN | | 2018 | |
9 | | 6 | NATURAL TTS SYNTHESIS BY CONDITIONING WAVENET ON MEL SPECTROGRAM PREDICTIONS | | Tacotron&Tacotron-2 | | 2018 | |
10 | | | | | | | | |
11 |
12 | ##
--------------------------------------------------------------------------------
/source/List/index.md:
--------------------------------------------------------------------------------
1 | # 论文阅读清单
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | basis.md
6 | attention.md
7 | batch_normalization.md
8 | classification.md
9 | convolutional.md
10 | gan.md
11 | nlp.md
12 | objectdetection.md
13 | rnn.md
14 | segementation.md
15 | transformer.md
16 | multimodal.md
17 | llm.md
18 | ```
19 |
20 |
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/source/List/multimodal.md:
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1 | ## 多模态(MultiModal Learning)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------------------------------------------------------ | ------------------------------------------------------------ | ---- | ---- |
5 | | | | | | | 2022 | |
6 | | | BLIP: Bootstrapping Language-Image Pre-training | | 视觉语言预训练 | Introduced by Li et al. | 2022 | |
7 | | | BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models | | 使用冻结图像编码器和大型语言模型进行引导语言图像预训练 | [Junnan Li](https://paperswithcode.com/author/junnan-li),[Dongxu Li](https://paperswithcode.com/author/dongxu-li),[Silvio Savarese](https://paperswithcode.com/author/silvio-savarese),[Steven Hoi](https://paperswithcode.com/author/steven-hoi) | 2023 | |
8 | | | | | | | | |
9 | | | | | | | | |
10 |
11 | ##
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/source/List/nlp.md:
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1 | ## 自然语言处理(NLP)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------- | ---------- | --------- | ------ | ---- | ---- |
5 | | 1 | Attention Is All You Need | 注意力机制 | Attention | | | |
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/source/List/rnn.md:
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1 | ## 循环神经网络(RNN)
2 |
3 | | Num | Title | Field | Desc | Author | Time | read |
4 | | ---- | ------------------------------------------------------------ | ----- | ------ | ------ | ---- | ---- |
5 | | 1 | QUASI-RECURRENT NEURAL NETWORKS | | QRNN | | 2016 | |
6 | | 2 | Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN | | IndRNN | | 2018 | |
7 | | 3 | THE UNREASONABLE EFFECTIVENESS OF THE FORGET GATE | | IndRNN | | 2018 | |
8 | | 4 | Simple Recurrent Units for Highly Parallelizable Recurrence | | SRU | | 2018 | |
9 | | 5 | | | | | | |
10 |
11 | ##
--------------------------------------------------------------------------------
/source/Method/index.md:
--------------------------------------------------------------------------------
1 | # 论文阅读指南
2 | ```{toctree}
3 | :maxdepth: 2
4 | efficent_read_paper.md
5 | how_to_read_paper.md
6 | paper_10_question.md
7 | read_important_tips.md
8 | reference.md
9 | ```
10 |
11 |
12 |
13 |
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/source/Method/paper_10_question.md:
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1 | # 论文速读十问
2 |
3 | ---
4 |
5 | 论文速读十问是可以快速理解论文主旨的一套框架。
6 |
7 | - 1、这篇论文试图解决什么问题?
8 | - 2、这是否是一个新的问题?
9 | - 3、这篇文章要验证一个什么科学假设?
10 | - 4、有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?
11 | - 5、论文中提到的解决方案之关键是什么?
12 | - 6、论文中的实验是如何设计的?
13 | - 7、用于定量评估的数据集上什么?代码有没有开源?
14 | - 8、论文中的实验及结果有没有很好地支持需要验证的科学假设?
15 | - 9、这篇论文到底有什么贡献?
16 | - 10、下一步呢?有什么工作可以继续深入?
17 |
18 |
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/source/Notes/README.md:
--------------------------------------------------------------------------------
1 | # Notes
2 |
3 |
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/source/Notes/attention.md:
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1 | # Attention
2 |
3 |
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/source/Notes/batch-regularization/README.md:
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1 | # Batch Regularization
2 |
3 | ### 批量正则化
4 |
5 | | Num | Title | Field | Desc | Author | Time | read |
6 | | --- | --------------------------------------------------------------------------------------------- | ----- | ------------------ | ------ | ---- | ---- |
7 | | 1 | Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift | | 批量正则化论文 | | 2015 | |
8 | | 2 | Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models | | ReNorm算法论文 | | 2017 | |
9 | | 3 | Instance Normalization: The Missing Ingredient for Fast Stylization | | 实例归一化论文 | | 2017 | |
10 | | 4 | Group Normalization | | GroupNorm算法论文 | | 2018 | |
11 | | 5 | DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION | | SwitchableNorm算法论文 | | 2019 | |
12 | | | | | | | | |
13 |
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/source/Notes/batch-regularization/batch-normalization-accelerating-deep-network-training-b-y-reducing-internal-covariate-shift.md:
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1 | # Batch Normalization: Accelerating Deep Network Training b y Reducing Internal Covariate Shift
2 |
3 |
--------------------------------------------------------------------------------
/source/Notes/batch-regularization/batch-renormalization-towards-reducing-minibatch-dependence-in-batch-normalized-models.md:
--------------------------------------------------------------------------------
1 | # Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models
2 |
3 |
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/source/Notes/batch-regularization/differentiable-learning-to-normalize-via-switchable-normalization.md:
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1 | # DIFFERENTIABLE LEARNING-TO-NORMALIZE VIA SWITCHABLE NORMALIZATION
2 |
3 |
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/source/Notes/batch-regularization/group-normalization.md:
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1 | # Group Normalization
2 |
3 |
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/source/Notes/batch-regularization/instance-normalization-the-missing-ingredient-for-fast-stylization.md:
--------------------------------------------------------------------------------
1 | # Instance Normalization: The Missing Ingredient for Fast Stylization
2 |
3 |
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/source/Notes/detection/Dy-yolov7.md:
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1 | # DY-yolov7
2 |
3 | **标题:** DynamicDet: A Unified Dynamic Architecture for Object Detection
4 |
5 | **作者:** Zhihao Lin, Yongtao Wang, Jinhe Zhang, Xiaojie Chu
6 |
7 | **机构:** Institute of Computer Technology, Peking University
8 |
9 | **摘要:**
10 | 本文提出了一种名为DynamicDet的动态目标检测框架。动态神经网络是深度学习中的一个新兴研究领域,能够实现自适应推理,显著提高准确性和计算效率。然而,设计一个强大的动态检测器面临挑战,因为缺乏合适的动态架构和目标检测的退出标准。为了解决这些问题,作者提出了一个基于目标检测任务特性的动态架构,并通过自适应路由器自动分析多尺度信息并决定推理路径。此外,作者还提出了一种新颖的优化策略,基于检测损失为动态检测器提供退出标准,并提出了一种变速推理策略,实现准确性和速度之间的广泛权衡。在COCO基准测试上的广泛实验表明,所提出的DynamicDet实现了新的最先进的准确性-速度权衡。
11 |
12 | **1. 工作内容与动机:**
13 | 动机:设计一个强大的动态检测器,以实现目标检测任务中的准确性和计算效率的显著提升。
14 | 工作:提出了DynamicDet框架,包括动态架构、自适应路由器、优化策略和变速推理策略。
15 |
16 | **2. 解决的问题:**
17 | 解决了动态目标检测中缺乏合适架构和退出标准的问题。
18 |
19 | **3. 新问题:**
20 | 是的,提出了一个新的问题解决方案,即如何在目标检测任务中实现动态推理。
21 |
22 | **4. 科学假设:**
23 | 假设通过设计一个动态架构和自适应路由器,可以有效地提高目标检测的准确性和速度。
24 |
25 | **5. 相关研究:**
26 | - 动态神经网络:如Branchynet、MSDNet、DVT等。
27 | - 目标检测架构:如YOLO系列、Faster R-CNN、Mask R-CNN等。
28 | - 网络架构搜索(NAS):如DetNAS等。
29 | - 动态推理:如Adaptive Feeding等。
30 | 领域内值得关注的研究员包括但不限于上述工作的主要作者。
31 |
32 | **6. 解决方案的关键:**
33 | - 动态架构:支持多尺度信息的动态退出。
34 | - 自适应路由器:基于多尺度特征预测图像难度并自动决策。
35 | - 优化策略:无超参数的优化策略,使用自适应偏移训练动态检测器。
36 | - 变速推理策略:通过设置不同的难度分数阈值实现不同的准确性-速度权衡。
37 |
38 | **7. 实验设计:**
39 | 在COCO基准测试上进行实验,训练和测试使用标准的COCO数据集分割。使用YOLOv7系列模型作为基线,并与其他最新的实时目标检测器进行比较。
40 |
41 | **8. 数据集与代码:**
42 | 使用COCO数据集进行定量评估。代码已在GitHub上开源:[https://github.com/VDIGPKU/DynamicDet](https://github.com/VDIGPKU/DynamicDet) 。
43 |
44 | **9. 实验结果:**
45 | 实验结果支持了DynamicDet在准确性和速度之间实现新的权衡,并且在不同的推理速度下都能保持良好的性能。
46 |
47 | **10. 论文贡献:**
48 | - 提出了一种新的动态目标检测框架DynamicDet。
49 | - 设计了自适应路由器和优化策略,提高了目标检测的准确性和速度。
50 | - 实现了变速推理策略,允许使用单一动态检测器实现广泛的准确性-速度权衡。
51 | - 在COCO基准测试上取得了新的最先进的结果。
52 |
53 | **11. 下一步工作:**
54 | - 进一步优化动态架构,以适应更广泛的目标检测任务。
55 | - 探索将DynamicDet应用于其他视觉任务,如实例分割、语义分割等。
56 | - 研究如何将DynamicDet与其他先进的神经网络架构(如Transformer)结合,以进一步提高性能。
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/source/Notes/detection/Mobilenet-SSDv2.md:
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1 | # Mobilenet-SSDv2
2 |
3 | **标题:** Mobilenet-SSDv2: An Improved Object Detection Model for Embedded Systems
4 |
5 | **作者:** Yu-Chen Chiu, Chi-Yi Tsai, Mind-Da Ruan, Guan-Yu Shen, Tsu-Tian Lee
6 |
7 | **摘要:** 本文提出了一个基于Mobilenet-v2的轻量级目标检测模型,适用于计算资源有限的嵌入式系统。该模型结合了特征金字塔网络(FPN)技术,以提高检测精度和稳定性。在VOC数据集上,所提出的模型达到了75.9% mAP的检测准确率,并在Nvidia Jetson AGX Xavier平台上实现了每秒19帧的处理速度。
8 |
9 | **1. 做了什么工作,它的动机是什么?**
10 | 工作:提出了Mobilenet-SSDv2,一个改进的、适用于嵌入式系统的目标检测模型。
11 | 动机:现有的目标检测模型在嵌入式平台上运行时计算成本高,无法满足实时性能的需求。为了在资源受限的嵌入式系统中实现实时且准确的目标检测,需要一个轻量级的模型。
12 |
13 | **2. 试图解决什么问题?**
14 | 试图解决的问题是在嵌入式系统中实现轻量级且高准确率的目标检测,特别是在自动驾驶辅助系统(ADAS)中。
15 |
16 | **3. 这是否是一个新的问题?**
17 | 这不是一个全新的问题,但在深度学习时代,随着对实时性和准确性要求的提高,如何在资源受限的平台上部署高效的目标检测模型成为了一个活跃的研究课题。
18 |
19 | **4. 这篇文章要验证一个什么科学假设?**
20 | 假设:通过结合Mobilenet-v2和FPN技术,可以开发出一个既轻量级又保持高准确率的目标检测模型,适用于资源受限的嵌入式平台。
21 |
22 | **5. 有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
23 | - 相关研究包括SSD、YOLO、RetinaNet、M2det等目标检测算法。
24 | - 归类:这些研究可以归类为基于深度学习的目标检测方法。
25 | - 领域内值得关注的研究员:包括但不限于本论文的作者以及在引用文献中提到的其他贡献者,如Joseph Redmon、Ross Girshick等。
26 |
27 | **6. 论文中提到的解决方案之关键是什么?**
28 | 解决方案的关键是使用Mobilenet-v2作为骨干网络,并集成FPN技术来提高目标检测的准确性和稳定性。
29 |
30 | **7. 论文中的实验是如何设计的?**
31 | 实验设计包括使用Pascal VOC数据集进行网络模型训练和测试,并与现有的Mobilenet-SSD检测器进行性能比较。实验还包括在Nvidia Jetson AGX Xavier平台上处理720p视频流的实时性能测试。
32 |
33 | **8. 用于定量评估的数据集上什么?代码有没有开源?**
34 | 使用的数据集是Pascal VOC。文中没有提到代码是否开源。
35 |
36 | **9. 论文中的实验及结果有没有很好地支持需要验证的科学假设?**
37 | 实验结果支持了科学假设,所提出的Mobilenet-SSDv2检测器在保持轻量级的同时,提高了目标检测的准确率。
38 |
39 | **10. 这篇论文到底有什么贡献?**
40 | - 提出了一个基于Mobilenet-v2和FPN的轻量级目标检测模型,适用于嵌入式系统。
41 | - 在VOC数据集上达到了75.9% mAP的检测准确率,并在Nvidia Jetson AGX Xavier平台上实现了19 FPS的处理速度。
42 |
43 | **11. 下一步呢?有什么工作可以继续深入?**
44 | - 继续优化检测网络模型,包括减少内存使用和增加网络计算速度。
45 | - 探索模型在其他嵌入式平台和不同应用场景中的性能表现。
46 | - 研究如何进一步减少模型大小和计算复杂度,以适应更多资源受限的环境。
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/source/Notes/detection/OWL-ViT.md:
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1 | # OWL-ViT
2 |
3 | **标题:** Simple Open-Vocabulary Object Detection with Vision Transformers
4 |
5 | **作者:** Matthias Minderer, Alexey Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, and Neil Houlsby
6 |
7 | **机构:** Google Research
8 |
9 | **摘要:** 本文提出了一种将图像-文本模型迁移到开放词汇表对象检测的强大方法。使用标准的Vision Transformer架构,通过对比图像-文本预训练和端到端检测微调,实现了对训练中未见类别的强开放词汇表检测。
10 |
11 | **关键词:** 开放词汇表检测、变换器、视觉变换器、零样本检测、图像条件检测、单样本对象检测、对比学习、图像-文本模型、基础模型、CLIP
12 |
13 | 回答问题:
14 |
15 | 1. **这篇论文做了什么工作,它的动机是什么?**
16 | - 论文提出了一种简单的架构和端到端的训练方法,用于将图像-文本模型迁移到开放词汇表的对象检测任务。动机是在长尾和开放词汇表设置中,训练数据相对稀缺,而现有的预训练和扩展方法尚未在对象检测中得到很好的建立。
17 |
18 | 2. **这篇论文试图解决什么问题?**
19 | - 论文试图解决开放词汇表对象检测问题,特别是在训练数据稀缺的情况下,如何有效地利用大规模图像-文本预训练模型来提高检测性能。
20 |
21 | 3. **这是否是一个新的问题?**
22 | - 开放词汇表对象检测是一个相对较新的研究方向,它要求模型能够识别在训练期间未见过的类别。
23 |
24 | 4. **这篇文章要验证一个什么科学假设?**
25 | - 假设是通过大规模图像-文本预训练和适当的迁移学习策略,可以实现对未见类别的有效检测。
26 |
27 | 5. **有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
28 | - 相关研究包括对比视觉-语言预训练、封闭词汇表对象检测、长尾和开放词汇表对象检测以及图像条件检测。领域内值得关注的研究员包括但不限于论文作者团队,以及在引用文献中提到的其他研究者,如N. Carion, A. Radford, A. Frome 等。
29 |
30 | 6. **论文中提到的解决方案之关键是什么?**
31 | - 解决方案的关键是使用标准的Vision Transformer架构,通过对比图像-文本预训练,然后通过端到端的检测微调来迁移到开放词汇表对象检测。此外,还引入了轻量级的分类和边界框头部,并使用了文本模型中的类名嵌入来启用开放词汇表分类。
32 |
33 | 7. **论文中的实验是如何设计的?**
34 | - 实验设计包括图像级别的对比预训练和目标检测器的微调。使用了不同的模型大小、训练持续时间以及不同的数据集组合来评估模型性能。
35 |
36 | 8. **用于定量评估的数据集上什么?代码有没有开源?**
37 | - 使用了COCO、LVIS和O365等数据集进行评估。代码和模型已经在GitHub上开源。
38 |
39 | 9. **论文中的实验及结果有没有很好地支持需要验证的科学假设?**
40 | - 是的,实验结果表明,通过增加模型大小和预训练持续时间,可以一致地提高下游检测任务的性能,这支持了论文的科学假设。
41 |
42 | 10. **这篇论文到底有什么贡献?**
43 | - 提出了一种简单且强大的方法来迁移图像级预训练到开放词汇表对象检测;在单样本(图像条件)检测上取得了突破性进展;提供了详细的扩展和消融研究来证明设计选择的合理性。
44 |
45 | 11. **下一步呢?有什么工作可以继续深入?**
46 | - 未来的工作可以探索更大规模的数据集和模型,或者研究如何进一步提高模型对于极端长尾分布中罕见类别的检测性能。此外,可以研究如何将这种开放词汇表检测方法应用到其他视觉任务中,或者探索不同的迁移学习策略。
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/source/Notes/detection/OWLv2.md:
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1 | # OWLv2
2 | **标题:** Scaling Open-Vocabulary Object Detection
3 |
4 | **作者:** Matthias Minderer, Alexey Gritsenko, Neil Houlsby
5 |
6 | **机构:** Google DeepMind
7 |
8 | **摘要:** 本文通过自训练方法扩展了开放词汇表对象检测的数据集,利用现有的检测器为图像-文本对生成伪框注释。通过解决标签空间选择、伪注释过滤和训练效率等挑战,提出了OWLv2模型和OWL-ST自训练方法。在超过10M示例的规模上,OWL-ST实现了显著的性能提升。
9 |
10 | **关键词:** 开放词汇表对象检测、自训练、弱监督、图像-文本对
11 |
12 |
13 | 回答问题:
14 |
15 | 1. **这篇论文做了什么工作,它的动机是什么?**
16 | - 论文提出了一种通过自训练扩展开放词汇表对象检测数据集的方法。动机是现有的开放词汇表检测模型受限于可用的检测训练数据,而自训练可以利用网络图像-文本对作为弱监督来生成大量训练数据。
17 |
18 | 2. **这篇论文试图解决什么问题?**
19 | - 论文试图解决开放词汇表对象检测中训练数据稀缺的问题。
20 |
21 | 3. **这是否是一个新的问题?**
22 | - 开放词汇表对象检测本身不是一个新问题,但利用自训练在如此大的规模上解决该问题是新颖的。
23 |
24 | 4. **这篇文章要验证一个什么科学假设?**
25 | - 假设是自训练可以通过利用大规模的图像-文本对作为弱监督来提高开放词汇表对象检测的性能。
26 |
27 | 5. **有哪些相关研究?如何归类?谁是这一课题在领域内值得关注的研究员?**
28 | - 相关研究包括使用视觉-语言模型(VLMs)进行对象检测的方法,如ViLD、F-VLM、RegionCLIP等。这些可以归类为利用弱监督信息进行对象检测的研究。领域内值得关注的研究员包括但不限于论文作者以及在引用文献中提到的其他研究者。
29 |
30 | 6. **论文中提到的解决方案之关键是什么?**
31 | - 解决方案的关键是使用自训练来生成伪注释,选择合适的标签空间,过滤伪注释,以及提高训练效率。
32 |
33 | 7. **论文中的实验是如何设计的?**
34 | - 实验设计包括使用OWL-ViT模型在大规模WebLI数据集上生成伪注释,然后使用这些伪注释通过自训练来训练新的检测模型。此外,还包括了在人类标注数据上进行微调的可选步骤。
35 |
36 | 8. **用于定量评估的数据集上什么?代码有没有开源?**
37 | - 使用了LVIS和ODinW(Object Detection in the Wild)等数据集进行评估。代码已在相关的Google Colab链接和文档中提供。
38 |
39 | 9. **论文中的实验及结果有没有很好地支持需要验证的科学假设?**
40 | - 是的,实验结果表明,通过自训练方法,模型在LVIS rare类别上的性能得到了显著提升,这支持了自训练可以提高开放词汇表对象检测性能的假设。
41 |
42 | 10. **这篇论文到底有什么贡献?**
43 | - 提出了一种新的自训练方法(OWL-ST)来扩展开放词汇表对象检测的数据集,并通过大规模实验验证了其有效性。此外,还提出了OWLv2模型,它在训练效率上进行了优化。
44 |
45 | 11. **下一步呢?有什么工作可以继续深入?**
46 | - 未来的工作可以探索更高效的自训练策略,减少所需的计算资源。此外,可以研究如何进一步提高模型对于开放词汇表的泛化能力,以及如何更好地利用网络规模的弱监督信息。还可以考虑将这种方法应用于其他类型的弱监督学习任务。
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/source/Notes/detection/RT-DETR.md:
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1 | # RT-DETR
2 |
3 | **标题:** DETRs Beat YOLOs on Real-time Object Detection
4 |
5 | **作者:** Yian Zhao, Wenyu Lv, Shangliang Xu, Jinman Wei, Guanzhong Wang, Qingqing Dang, Yi Liu
6 |
7 | **机构:** Baidu Inc, Beijing, China; School of Electronic and Computer Engineering, Peking University, Shenzhen, China
8 |
9 | **摘要:** 本文提出了一种名为Real-Time DEtection TRansformer (RT-DETR)的新型实时目标检测器。RT-DETR是首个实时端到端目标检测器,它通过设计高效的混合编码器和最小化不确定性的查询选择机制,显著提高了检测速度和准确性。此外,RT-DETR支持通过调整解码器层数来灵活调整速度,而无需重新训练。在COCO数据集上,RT-DETR-R50和RT-DETR-R101分别达到了53.1%和54.3%的AP,以及108 FPS和74 FPS的检测速度,超越了以往先进的YOLO检测器。
10 |
11 | **1. 工作内容与动机:** 动机:YOLO系列模型在实时目标检测中受到非极大值抑制(NMS)的负面影响,导致速度和准确性下降。 工作:提出了RT-DETR,一种无需NMS的实时端到端目标检测器,通过混合编码器和查询选择机制提高速度和准确性。
12 |
13 | **2. 解决的问题:** 解决了YOLO系列模型中NMS导致的速度和准确性问题,并提出了一种无需NMS的实时目标检测方法。
14 |
15 | **3. 新问题:** 是的,提出了一个新的问题解决方案,即在实时目标检测领域中消除NMS的影响。
16 |
17 | **4. 科学假设:** 假设通过改进DETR的编码器结构和查询选择机制,可以构建一个既快速又准确的实时目标检测器,超越现有的YOLO模型。
18 |
19 | **5. 相关研究:**
20 |
21 | - 实时目标检测器:YOLO系列。
22 | - 端到端目标检测器:DETR及其变种。
23 | - 领域内值得关注的研究员:Nicolas Carion(DETR的提出者)。 相关研究归类为基于CNN的实时检测器和基于Transformer的端到端检测器。
24 |
25 | **6. 解决方案的关键:**
26 |
27 | - 高效的混合编码器:通过解耦内部尺度交互和跨尺度融合来提高处理多尺度特征的速度。
28 | - 最小化不确定性的查询选择:为解码器提供高质量的初始查询,以提高准确性。
29 |
30 | **7. 实验设计:** 在COCO val2017数据集上进行训练和验证,使用标准的COCO评估指标,包括AP、AP50、AP75以及不同尺度的AP(APS、APM、APL)。
31 |
32 | **8. 数据集与代码:** 使用COCO数据集进行定量评估。项目页面提供了更多信息,但文中未明确指出代码是否开源。
33 |
34 | **9. 实验结果:** 实验结果表明,RT-DETR在速度和准确性上均超越了先前的YOLO检测器,支持了提出的科学假设。
35 |
36 | **10. 论文贡献:**
37 |
38 | - 提出了首个实时端到端目标检测器RT-DETR,它在速度和准确性上均超越了YOLO检测器。
39 | - 引入了高效的混合编码器和最小化不确定性的查询选择机制。
40 | - 支持灵活的速度调整,无需重新训练即可适应不同场景。
41 |
42 | **11. 下一步工作:**
43 |
44 | - 改进对小目标的检测性能。
45 | - 探索使用预训练的大型DETR模型来提升RT-DETR的性能。
46 | - 将RT-DETR应用于更多的实时检测场景,并进行实际部署。
47 |
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/source/Notes/detection/RetinaNet.md:
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1 | # RetinaNet
2 |
3 | **标题:** Focal Loss for Dense Object Detection
4 |
5 | **作者:** Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, Piotr Dollár (Facebook AI Research)
6 |
7 | **摘要:** 这篇论文提出了一种新的损失函数——Focal Loss,旨在解决密集目标检测中极端的前景背景类别不平衡问题。通过重塑标准交叉熵损失函数,Focal Loss 能够减少对良好分类样本的损失贡献,从而将训练重点放在难以分类的样本上。作者设计并训练了一个简单的密集检测器 RetinaNet,并展示了当使用 Focal Loss 进行训练时,RetinaNet 能够匹配先前一阶段检测器的速度并超越所有现有的两阶段检测器的准确性。
8 |
9 | **1. 论文试图解决的问题:** 论文试图解决的主要问题是一阶段(one-stage)目标检测器在训练时遇到的极端前景背景类别不平衡问题,这导致一阶段检测器的准确性落后于两阶段(two-stage)检测器。
10 |
11 | **2. 是否是新问题:** 是的,这是一个新问题。尽管类别不平衡在目标检测领域是一个经典问题,但 Focal Loss 提供了一种新颖的解决方案,特别针对一阶段检测器在密集检测中的类别不平衡问题。
12 |
13 | **3. 文章要验证的科学假设:** 假设是 Focal Loss 能够有效地解决一阶段目标检测中的类别不平衡问题,并通过实验验证其能够提高一阶段检测器的准确性,使其达到或超过现有两阶段检测器的性能。
14 |
15 | **4. 相关研究:**
16 |
17 | - 经典目标检测器:基于滑动窗口范式,如LeCun等人的卷积神经网络用于手写数字识别。
18 | - 两阶段检测器:如R-CNN框架,通过两阶段级联和采样启发式方法处理类别不平衡。
19 | - 一阶段检测器:如YOLO和SSD,它们以速度为优化目标,但在准确性上落后于两阶段方法。
20 | - 类别不平衡:以往的方法包括硬负例挖掘和复杂的采样/重权重方案。
21 |
22 | 领域内值得关注的研究员包括 Ross Girshick、Kaiming He、Piotr Dollár 等。
23 |
24 | **5. 解决方案之关键:** 解决方案的关键是 Focal Loss 函数,它通过为交叉熵损失添加一个调节因子 (1-pt)^γ,其中 pt 是模型预测为正类别的概率,γ 是一个可调的聚焦参数,以此来减少对易分类样本的损失贡献。
25 |
26 | **6. 实验设计:** 实验设计包括在 COCO 数据集上评估 RetinaNet 的性能,使用不同配置的 RetinaNet 模型,包括不同的网络深度、输入图像尺寸以及训练策略。实验还包括了对 Focal Loss 不同参数的敏感性分析。
27 |
28 | **7. 数据集与代码开源:** 使用的是 COCO 数据集,代码已在 GitHub 上开源,地址为:[https://github.com/facebookresearch/Detectron](https://github.com/facebookresearch/Detectron%E3%80%82)
29 |
30 | **8. 实验结果支持假设:** 是的,实验结果支持了科学假设。RetinaNet 在使用 Focal Loss 训练后,在 COCO test-dev 数据集上达到了 39.1 的 AP,超越了先前所有一阶段和两阶段检测器的性能。
31 |
32 | **9. 论文贡献:**
33 |
34 | - 提出了 Focal Loss,一种新的损失函数,用于解决一阶段目标检测中的类别不平衡问题。
35 | - 设计并训练了 RetinaNet,一个简单的一阶段目标检测器,展示了其在速度和准确性上的优势。
36 | - 实验结果证明了 Focal Loss 和 RetinaNet 的有效性,并开源了相关代码。
37 |
38 | **10. 下一步工作:** 下一步工作可以包括:
39 |
40 | - 探索 Focal Loss 在其他类型的密集预测任务(如语义分割)中的应用。
41 | - 研究不同的网络架构和训练策略,以进一步提高 RetinaNet 的性能。
42 | - 在其他数据集上测试 Focal Loss 和 RetinaNet,验证其泛化能力。
43 | - 研究如何进一步减少计算资源消耗,以适应实时或资源受限的应用场景。
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1 | # Simple Multi-dataset Detection
2 |
3 | **标题:** Simple Multi-dataset Detection
4 |
5 | **作者:** Xingyi Zhou, Vladlen Koltun, Philipp Krähenbühl
6 |
7 | **机构:** The University of Texas at Austin, Apple
8 |
9 | **摘要:** 本文提出了一种简单的方法,用于在多个大规模数据集上训练统一的检测器。作者使用特定于数据集的训练协议和损失函数,但共享一个具有数据集特定输出的通用检测架构。通过自动将这些数据集特定的输出集成到一个共同的语义分类法中,避免了手动调和分类法的需要。实验表明,学习到的分类法在所有数据集上的表现超过了专家设计的分类法。多数据集检测器在每个训练领域的表现与特定于数据集的模型一样好,并且能够在没有对其进行微调的情况下泛化到新的未见数据集。
10 |
11 | **1. 工作内容与动机:** 动机:构建一个通用且广泛的目标检测系统,能够跨越不同数据集和潜在不一致的分类法。 工作:提出了一种在多个数据集上训练统一检测器的方法,自动整合不同数据集的输出到一个共同的语义分类法中。
12 |
13 | **2. 解决的问题:** 如何有效地在多个具有不同标签和可能不一致分类法的数据集上训练一个统一的目标检测器。
14 |
15 | **3. 新问题:** 是的,这是一个新问题,因为传统的目标检测研究通常集中在单一数据集上,而本文旨在解决多数据集训练中的挑战。
16 |
17 | **4. 科学假设:** 假设通过使用视觉数据自动统一不同数据集的输出空间,可以训练出一个在多个数据集上表现良好的统一检测器。
18 |
19 | **5. 相关研究:**
20 |
21 | - 多数据集训练:提高模型在深度估计、立体匹配和行人检测等领域的鲁棒性。
22 | - 数据集统一:MSeg手动统一了7个语义分割数据集的分类法;Universal-RCNN在三个大型数据集上训练了一个分割检测器,并使用跨数据集的注意力模块来建模类别关系。
23 | - 零样本分类和检测:通过语义嵌入或辅助属性注释来表示新类别。
24 |
25 | **6. 解决方案的关键:**
26 |
27 | - 使用数据集特定的训练协议和损失,但共享一个通用的检测架构。
28 | - 自动整合不同数据集的输出到一个共同的语义分类法,无需手动调和。
29 | - 使用0-1整数规划公式来优化统一分类法、映射和检测器。
30 |
31 | **7. 实验设计:**
32 |
33 | - 在COCO、Objects365和OpenImages等大型数据集上训练统一检测器。
34 | - 使用不同的训练策略和超参数来分析分区检测器基线的设计选择。
35 | - 评估统一检测器和统一标签空间学习算法。
36 |
37 | **8. 数据集与代码:**
38 |
39 | - 使用了COCO、Objects365、OpenImages、Mapillary等数据集。
40 | - 代码已在GitHub上开源:[https://github.com/xingyizhou/UniDet](https://github.com/xingyizhou/UniDet)
41 |
42 | **9. 实验结果:** 实验结果支持了科学假设,表明统一检测器在多个数据集上的表现与特定于数据集的模型相当,并且在未见数据集上具有更好的泛化能力。
43 |
44 | **10. 论文贡献:**
45 |
46 | - 提出了一种在多个数据集上训练统一检测器的简单方法。
47 | - 自动构建了一个统一的语义分类法,无需手动干预。
48 | - 实验表明,该方法能够在多个数据集上训练出性能良好的检测器,并且在新领域中具有很好的泛化能力。
49 |
50 | **11. 下一步工作:**
51 |
52 | - 探索将语言线索作为辅助信息整合到标签空间学习算法中,以提高性能。
53 | - 考虑标签层次结构,将COCO中的人物和OpenImages中的男孩等标签作为相关类别处理。
54 | - 将统一检测器扩展到更大的模型和更广泛的应用场景中。
55 |
56 | ---
57 |
58 |
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1 | # Object Detection
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | summary
6 | leaderboard
7 | RCNN
8 | Fast R-CNN
9 | Faster R-CNN
10 | Mask R-CNN
11 | FCN
12 | R-FCN
13 | FPN
14 | FCOS
15 | SSD
16 | Mobilenet-SSDv2
17 | VarifocalNet
18 | OneNet
19 | Mask R-CNN
20 | Cascade-RCNN
21 | RetinaNet
22 | FemtoDet
23 | SparseInst
24 | YOLOv1
25 | YOLOv2
26 | YOLOv3
27 | YOLOv4
28 | Scaled-YOLOv4
29 | YOLOv5
30 | Edge-YOLO
31 | MS-DAYOLO
32 | ASFF
33 | ATSS
34 | SABL
35 | SM-NAS
36 | TSD
37 | RDSNet
38 | CenterMask
39 | EfficientDet
40 | Simple Multi-dataset Detection
41 | YOLOX
42 | YOLOv6
43 | PP-YOLOv1
44 | PP-YOLOv2
45 | PP-YOLOE
46 | YOLOF
47 | YOLOP
48 | YOLOR
49 | YOLOS
50 | YOLOv7
51 | Dy-yolov7
52 | YOLOv8
53 | YOLOv8-AM
54 | Gold-YOLO
55 | YOLOv6_v3.0
56 | DAMO-YOLO
57 | ViT-YOLO
58 | YOLO-MS
59 | Detr
60 | RT-DETR
61 | YOLOv9
62 | YOLOOC
63 | FemtoDet
64 | MS-DAYOLO
65 | OneNet
66 | Sparse R-CNN
67 | SparseInst
68 | OWL-ViT
69 | OWLv2
70 | RTMDet
71 | YOLO-World
72 | YOLOOC
73 | MDETR
74 | YOLOv10
75 | 目标检测综述20年
76 | yolo综述
77 | ```
78 |
79 |
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1 | # 论文阅读笔记
2 | ```{toctree}
3 | :maxdepth: 2
4 | mm-l/index.md
5 | llm/index.md
6 | detection/index.md
7 | ```
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1 | # GPT-v1:Improving Language Understanding by Generative Pre-Training
2 |
3 | ---
4 |
5 |
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1 | # GPT-v2:Language Models are Unsupervised Multitask Learners
2 |
3 | ---
4 |
5 |
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1 | # GPT-v3:Language Models are Few-Shot Learners
2 |
3 | ---
4 |
5 |
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1 | # GPT-v4:GPT-4 Technical Report
2 |
3 | ---
4 |
5 |
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1 | # Large Language Models
2 | ```{toctree}
3 | :maxdepth: 2
4 | opt.md
5 | gpt-v1.md
6 | gpt-v2.md
7 | gpt-v3.md
8 | gpt-v4.md
9 | ```
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1 | # OPT: OPT : Open Pre-trained Transformer Language Models
2 |
3 | ---
4 |
5 |
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1 | # MultiModal Machine Learning
2 | ```{toctree}
3 | :maxdepth: 2
4 | blip-v1.md
5 | blip-v2.md
6 | ```
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1 | # Modules
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | ```
6 |
7 |
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/source/Notes/neural-network/README.md:
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1 | ---
2 | description: 神经网络基础
3 | ---
4 |
5 | # Neural Network
6 |
7 | ### 神经网络基础
8 |
9 | | Num | Title | Field | Desc | Author | Time | read |
10 | | --- | -------------------------------------------- | ----- | ---- | ------ | ---- | ---- |
11 | | 1 | ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION | | | | 2015 | |
12 | | 2 | Wide & Deep Learning for Recommender Systems | | | | 2016 | |
13 | | 3 | Targeted Dropout | | | | | |
14 | | | | | | | | |
15 | | | | | | | | |
16 |
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/source/Notes/neural-network/adam-a-method-for-stochastic-optimization.md:
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1 | # ADAM: A METHOD FOR STOCHASTIC OPTIMIZATION
2 |
3 |
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1 | # Targeted Dropout
2 |
3 |
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/source/Notes/neural-network/wide-and-deep-learning-for-recommender-systems.md:
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1 | # Wide & Deep Learning for Recommender Systems
2 |
3 |
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/source/Notes/segmentation/index.md:
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1 | # Transformer
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | ```
6 |
7 |
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/source/Notes/transformer/index.md:
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1 | # Transformer
2 |
3 | ```{toctree}
4 | :maxdepth: 2
5 | transformer
6 | ViT
7 | SwinTransformer
8 | ```
9 |
10 |
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/source/Read/README.md:
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1 | # Read
2 |
3 |
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/source/Read/index.md:
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1 | # 论文阅读记录
2 | ```{toctree}
3 | :maxdepth: 2
4 | ```
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/source/Summary/index.md:
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1 | # 论文阅读总结
2 | ```{toctree}
3 | :maxdepth: 2
4 | ``
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/source/index.md:
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1 | # PaperReadNotes
2 |
3 | ---
4 |
5 | ## 项目介绍
6 |
7 | 论文阅读笔记整理。
8 |
9 | ### 项目简介
10 |
11 | ```{toctree}
12 | :maxdepth: 2
13 | :caption: 目录
14 | Method/index.md
15 | List/index.md
16 | # Implementation/index.md
17 | Notes/index.md
18 | Read/index.md
19 | Summary/index.md
20 | ```
21 |
22 |
23 |
24 |
25 |
26 |
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/update.sh:
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1 | make html
2 | mv build/html/* docs
3 | git add docs
4 | git commit -m "update docs"
5 | git push
6 |
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