├── .gitignore ├── LICENSE ├── README.md ├── assets ├── Imagic.jpeg ├── a-painting-of-a-fire.png ├── a-photograph-of-a-fire.png ├── a-shirt-with-a-fire-printed-on-it.png ├── a-shirt-with-the-inscription-'fire'.png ├── a-watercolor-painting-of-a-fire.png ├── birdhouse.png ├── fire.png ├── gradio_variations.jpeg ├── im-vars-thin.jpg ├── im-vars.jpg ├── img-vars.jpg ├── inpainting.png ├── modelfigure.png ├── pokemontage.jpg ├── reconstruction1.png ├── reconstruction2.png ├── results.gif ├── samples │ ├── grid-0001.png │ ├── grid-0006.png │ ├── grid-0007.png │ └── grid-0008.png ├── the-earth-is-on-fire,-oil-on-canvas.png ├── txt2img-convsample.png └── txt2img-preview.png ├── configs ├── autoencoder │ ├── autoencoder_kl_16x16x16.yaml │ ├── autoencoder_kl_32x32x4.yaml │ ├── autoencoder_kl_64x64x3.yaml │ └── autoencoder_kl_8x8x64.yaml ├── latent-diffusion │ ├── celebahq-ldm-vq-4.yaml │ ├── cin-ldm-vq-f8.yaml │ ├── cin256-v2.yaml │ ├── ffhq-ldm-vq-4.yaml │ ├── lsun_bedrooms-ldm-vq-4.yaml │ ├── lsun_churches-ldm-kl-8.yaml │ └── txt2img-1p4B-eval.yaml ├── sd-finetune │ └── coco_base.yaml └── stable-diffusion │ ├── dev.yaml │ ├── dev_mn.yaml │ ├── dev_mn_dummy.yaml │ ├── inpainting │ ├── v1-edgeinpainting.yaml │ ├── v1-finetune-for-inpainting-laion-aesthetic-larger-masks-and-ucfg.yaml │ ├── v1-finetune-for-inpainting-laion-aesthetic-larger-masks.yaml │ └── v1-finetune-for-inpainting-laion-iaesthe.yaml │ ├── pokemon.yaml │ ├── sd-image-condition-attn-finetune.yaml │ ├── sd-image-condition-finetune.yaml │ ├── txt2img-1p4B-multinode-clip-encoder-high-res-512.yaml │ ├── txt2img-1p4B-multinode-clip-encoder.yaml │ ├── txt2img-1p4B-multinode-t5-encoder.yaml │ ├── txt2img-1p4B-multinode.yaml │ ├── txt2img-clip-encoder-dev.yaml │ ├── txt2img-ldm-frozen-dev.yaml │ ├── txt2img-ldm-unfrozen-dev.yaml │ ├── txt2img-ldm-vae-f8.yaml │ ├── txt2img-multinode-clip-encoder-f16-1024-laion-hr.yaml │ ├── txt2img-multinode-clip-encoder-f16-256-pretraining.yaml │ ├── txt2img-multinode-clip-encoder-f16-768-laion-hr-inference.yaml │ ├── txt2img-multinode-clip-encoder-f16-768-laion-hr.yaml │ ├── txt2img-multinode-clip-encoder-f16-768.yaml │ ├── txt2img-t5-encoder-dev.yaml │ ├── txt2img-upscale-clip-encoder-f16-1024-dev.yaml │ ├── txt2img-upscale-clip-encoder-f16-1024.yaml │ ├── txt2img-v2-clip-encoder-improved_aesthetics-256-dev.yaml │ ├── txt2img-v2-clip-encoder-improved_aesthetics-256.yaml │ ├── txt2img-v2-clip-encoder-improved_aesthetics-512-dev.yaml │ ├── txt2img-v2-clip-encoder-improved_aesthetics-512.yaml │ ├── upscaling │ └── upscale-v1-with-f16.yaml │ ├── upscaling_256.yaml │ ├── upscaling_512.yaml │ ├── v1-inference.yaml │ ├── v1-inference_ema.yaml │ ├── v1_improvedaesthetics.yaml │ ├── v1_laionhr.yaml │ ├── v2_laionhr1024.yaml │ ├── v2_laionhr1024_2.yaml │ ├── v2_pretraining.yaml │ └── v3_pretraining.yaml ├── data ├── DejaVuSans.ttf ├── captions_val2014.json ├── example_conditioning │ ├── superresolution │ │ └── sample_0.jpg │ └── text_conditional │ │ └── sample_0.txt ├── imagenet_clsidx_to_label.txt ├── imagenet_train_hr_indices.p ├── imagenet_val_hr_indices.p ├── index_synset.yaml └── inpainting_examples │ ├── 6458524847_2f4c361183_k.png │ ├── 6458524847_2f4c361183_k_mask.png │ ├── 8399166846_f6fb4e4b8e_k.png │ ├── 8399166846_f6fb4e4b8e_k_mask.png │ ├── alex-iby-G_Pk4D9rMLs.png │ ├── alex-iby-G_Pk4D9rMLs_mask.png │ ├── bench2.png │ ├── bench2_mask.png │ ├── bertrand-gabioud-CpuFzIsHYJ0.png │ ├── bertrand-gabioud-CpuFzIsHYJ0_mask.png │ ├── billow926-12-Wc-Zgx6Y.png │ ├── billow926-12-Wc-Zgx6Y_mask.png │ ├── overture-creations-5sI6fQgYIuo.png │ ├── overture-creations-5sI6fQgYIuo_mask.png │ ├── photo-1583445095369-9c651e7e5d34.png │ └── photo-1583445095369-9c651e7e5d34_mask.png ├── examples └── prior_2_sd.ipynb ├── instagen_scripts ├── demo_instagen.sh ├── finetune_sdm.sh ├── generate_base_ann.py ├── generate_base_ann.sh ├── generate_class_embedding.py ├── generate_class_embedding.sh ├── generate_image.py ├── generate_image.sh ├── generate_novel_ann.py ├── generate_novel_ann.sh ├── infer_detector.sh ├── infer_instagen.sh ├── train_detector.sh └── train_instagen.sh ├── ldm ├── data │ ├── __init__.py │ ├── base.py │ ├── coco.py │ ├── coco_crop.py │ ├── dummy.py │ ├── imagenet.py │ ├── inpainting │ │ ├── __init__.py │ │ └── synthetic_mask.py │ ├── laion.py │ ├── lsun.py │ └── simple.py ├── extras.py ├── guidance.py ├── lr_scheduler.py ├── models │ ├── autoencoder.py │ └── diffusion │ │ ├── __init__.py │ │ ├── classifier.py │ │ ├── ddim.py │ │ ├── ddpm.py │ │ ├── plms.py │ │ └── sampling_util.py ├── modules │ ├── attention.py │ ├── diffusionmodules │ │ ├── __init__.py │ │ ├── model.py │ │ ├── openaimodel.py │ │ └── util.py │ ├── distributions │ │ ├── __init__.py │ │ └── distributions.py │ ├── ema.py │ ├── encoders │ │ ├── __init__.py │ │ └── modules.py │ ├── evaluate │ │ ├── adm_evaluator.py │ │ ├── evaluate_perceptualsim.py │ │ ├── frechet_video_distance.py │ │ ├── ssim.py │ │ └── torch_frechet_video_distance.py │ ├── image_degradation │ │ ├── __init__.py │ │ ├── bsrgan.py │ │ ├── bsrgan_light.py │ │ ├── utils │ │ │ └── test.png │ │ └── utils_image.py │ ├── losses │ │ ├── __init__.py │ │ ├── contperceptual.py │ │ └── vqperceptual.py │ └── x_transformer.py ├── thirdp │ └── psp │ │ ├── helpers.py │ │ ├── id_loss.py │ │ └── model_irse.py └── util.py ├── main.py ├── mmdetection ├── .circleci │ ├── config.yml │ ├── docker │ │ └── Dockerfile │ └── test.yml ├── .dev_scripts │ ├── batch_test_list.py │ ├── batch_train_list.txt │ ├── benchmark_filter.py │ ├── benchmark_full_models.txt │ ├── benchmark_inference_fps.py │ ├── benchmark_options.py │ ├── benchmark_test.py │ ├── benchmark_test_image.py │ ├── benchmark_train.py │ ├── benchmark_train_models.txt │ ├── benchmark_valid_flops.py │ ├── check_links.py │ ├── convert_test_benchmark_script.py │ ├── convert_train_benchmark_script.py │ ├── covignore.cfg │ ├── diff_coverage_test.sh │ ├── download_checkpoints.py │ ├── gather_models.py │ ├── gather_test_benchmark_metric.py │ ├── gather_train_benchmark_metric.py │ ├── linter.sh │ ├── test_benchmark.sh │ ├── test_init_backbone.py │ └── train_benchmark.sh ├── .github │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── ISSUE_TEMPLATE │ │ ├── config.yml │ │ ├── error-report.md │ │ ├── feature_request.md │ │ ├── general_questions.md │ │ └── reimplementation_questions.md │ ├── pull_request_template.md │ └── workflows │ │ └── deploy.yml ├── .gitignore ├── .owners.yml ├── .pre-commit-config-zh-cn.yaml ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── coco_panoptic.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis_v0.5_instance.py │ │ │ ├── lvis_v1_instance.py │ │ │ ├── objects365v1_detection.py │ │ │ ├── objects365v2_detection.py │ │ │ ├── openimages_detection.py │ │ │ ├── semi_coco_detection.py │ │ │ ├── voc0712.py │ │ │ └── wider_face.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── cascade-mask-rcnn_r50_fpn.py │ │ │ ├── cascade-rcnn_r50_fpn.py │ │ │ ├── fast-rcnn_r50_fpn.py │ │ │ ├── faster-rcnn_r50-caffe-c4.py │ │ │ ├── faster-rcnn_r50-caffe-dc5.py │ │ │ ├── faster-rcnn_r50_fpn.py │ │ │ ├── mask-rcnn_r50-caffe-c4.py │ │ │ ├── mask-rcnn_r50_fpn.py │ │ │ ├── retinanet_r50_fpn.py │ │ │ ├── rpn_r50-caffe-c4.py │ │ │ ├── rpn_r50_fpn.py │ │ │ └── ssd300.py │ │ └── schedules │ │ │ ├── schedule_1x.py │ │ │ ├── schedule_20e.py │ │ │ └── schedule_2x.py │ ├── albu_example │ │ ├── README.md │ │ ├── mask-rcnn_r50_fpn_albu-1x_coco.py │ │ └── metafile.yml │ ├── atss │ │ ├── README.md │ │ ├── atss_r101_fpn_1x_coco.py │ │ ├── atss_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── atss_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── atss_r50_fpn_1x_coco.py │ │ ├── atss_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ └── metafile.yml │ ├── autoassign │ │ ├── README.md │ │ ├── autoassign_r50-caffe_fpn_1x_coco.py │ │ └── metafile.yml │ ├── boxinst │ │ ├── README.md │ │ ├── boxinst_r101_fpn_ms-90k_coco.py │ │ ├── boxinst_r50_fpn_ms-90k_coco.py │ │ └── metafile.yml │ ├── carafe │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn-carafe_1x_coco.py │ │ ├── mask-rcnn_r50_fpn-carafe_1x_coco.py │ │ └── metafile.yml │ ├── cascade_rcnn │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r101-caffe_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50-caffe_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x8d_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_ms-3x_coco.py │ │ ├── cascade-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101_fpn_20e_coco.py │ │ ├── cascade-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50_fpn_20e_coco.py │ │ ├── cascade-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── cascade-rcnn_x101-32x4d_fpn_20e_coco.py │ │ ├── cascade-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── cascade-rcnn_x101_64x4d_fpn_20e_coco.py │ │ └── metafile.yml │ ├── cascade_rpn │ │ ├── README.md │ │ ├── cascade-rpn_fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rpn_faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rpn_r50-caffe_fpn_1x_coco.py │ │ └── metafile.yml │ ├── centernet │ │ ├── README.md │ │ ├── centernet-update_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet-update_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet-update_r50-caffe_fpn_ms-1x_coco.py │ │ ├── centernet-update_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet_r18-dcnv2_8xb16-crop512-140e_coco.py │ │ ├── centernet_r18_8xb16-crop512-140e_coco.py │ │ ├── centernet_tta.py │ │ └── metafile.yml │ ├── centripetalnet │ │ ├── README.md │ │ ├── centripetalnet_hourglass104_16xb6-crop511-210e-mstest_coco.py │ │ └── metafile.yml │ ├── cityscapes │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_1x_cityscapes.py │ │ └── mask-rcnn_r50_fpn_1x_cityscapes.py │ ├── common │ │ ├── lsj-100e_coco-detection.py │ │ ├── lsj-100e_coco-instance.py │ │ ├── lsj-200e_coco-detection.py │ │ ├── lsj-200e_coco-instance.py │ │ ├── ms-90k_coco.py │ │ ├── ms-poly-90k_coco-instance.py │ │ ├── ms-poly_3x_coco-instance.py │ │ ├── ms_3x_coco-instance.py │ │ ├── ms_3x_coco.py │ │ ├── ssj_270k_coco-instance.py │ │ └── ssj_scp_270k_coco-instance.py │ ├── condinst │ │ ├── README.md │ │ ├── condinst_r50_fpn_ms-poly-90k_coco_instance.py │ │ └── metafile.yml │ ├── conditional_detr │ │ ├── README.md │ │ ├── conditional-detr_r50_8xb2-50e_coco.py │ │ └── metafile.yml │ ├── convnext │ │ ├── README.md │ │ ├── cascade-mask-rcnn_convnext-s-p4-w7_fpn_4conv1fc-giou_amp-ms-crop-3x_coco.py │ │ ├── cascade-mask-rcnn_convnext-t-p4-w7_fpn_4conv1fc-giou_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_convnext-t-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ └── metafile.yml │ ├── cornernet │ │ ├── README.md │ │ ├── cornernet_hourglass104_10xb5-crop511-210e-mstest_coco.py │ │ ├── cornernet_hourglass104_32xb3-210e-mstest_coco.py │ │ ├── cornernet_hourglass104_8xb6-210e-mstest_coco.py │ │ └── metafile.yml │ ├── crowddet │ │ ├── README.md │ │ ├── crowddet-rcnn_r50_fpn_8xb2-30e_crowdhuman.py │ │ ├── crowddet-rcnn_refine_r50_fpn_8xb2-30e_crowdhuman.py │ │ └── metafile.yml │ ├── dab_detr │ │ ├── README.md │ │ ├── dab-detr_r50_8xb2-50e_coco.py │ │ └── metafile.yml │ ├── dcn │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_dpool_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-dconv-c3-c5_fpn_amp-1x_coco.py │ │ └── metafile.yml │ ├── dcnv2 │ │ ├── README.md │ │ ├── faster-rcnn_r50-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-mdconv-group4-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_mdpool_1x_coco.py │ │ ├── mask-rcnn_r50-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-mdconv-c3-c5_fpn_amp-1x_coco.py │ │ └── metafile.yml │ ├── ddod │ │ ├── README.md │ │ ├── ddod_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── deepfashion │ │ ├── README.md │ │ └── mask-rcnn_r50_fpn_15e_deepfashion.py │ ├── deformable_detr │ │ ├── README.md │ │ ├── deformable-detr-refine-twostage_r50_16xb2-50e_coco.py │ │ ├── deformable-detr-refine_r50_16xb2-50e_coco.py │ │ ├── deformable-detr_r50_16xb2-50e_coco.py │ │ └── metafile.yml │ ├── detectors │ │ ├── README.md │ │ ├── cascade-rcnn_r50-rfp_1x_coco.py │ │ ├── cascade-rcnn_r50-sac_1x_coco.py │ │ ├── detectors_cascade-rcnn_r50_1x_coco.py │ │ ├── detectors_htc-r101_20e_coco.py │ │ ├── detectors_htc-r50_1x_coco.py │ │ ├── htc_r50-rfp_1x_coco.py │ │ ├── htc_r50-sac_1x_coco.py │ │ └── metafile.yml │ ├── detr │ │ ├── README.md │ │ ├── detr_r101_8xb2-500e_coco.py │ │ ├── detr_r18_8xb2-500e_coco.py │ │ ├── detr_r50_8xb2-150e_coco.py │ │ ├── detr_r50_8xb2-500e_coco.py │ │ └── metafile.yml │ ├── dino │ │ ├── README.md │ │ ├── dino-4scale_r50_8xb2-12e_coco.py │ │ ├── dino-4scale_r50_8xb2-24e_coco.py │ │ ├── dino-4scale_r50_8xb2-36e_coco.py │ │ ├── dino-5scale_swin-l_8xb2-12e_coco.py │ │ ├── dino-5scale_swin-l_8xb2-36e_coco.py │ │ └── metafile.yml │ ├── double_heads │ │ ├── README.md │ │ ├── dh-faster-rcnn_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── dyhead │ │ ├── README.md │ │ ├── atss_r50-caffe_fpn_dyhead_1x_coco.py │ │ ├── atss_r50_fpn_dyhead_1x_coco.py │ │ ├── atss_swin-l-p4-w12_fpn_dyhead_ms-2x_coco.py │ │ └── metafile.yml │ ├── dynamic_rcnn │ │ ├── README.md │ │ ├── dynamic-rcnn_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── efficientnet │ │ ├── README.md │ │ ├── metafile.yml │ │ └── retinanet_effb3_fpn_8xb4-crop896-1x_coco.py │ ├── empirical_attention │ │ ├── README.md │ │ ├── faster-rcnn_r50-attn0010-dcn_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn0010_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn1111-dcn_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn1111_fpn_1x_coco.py │ │ └── metafile.yml │ ├── fast_rcnn │ │ ├── README.md │ │ ├── fast-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── fast-rcnn_r101_fpn_1x_coco.py │ │ ├── fast-rcnn_r101_fpn_2x_coco.py │ │ ├── fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── fast-rcnn_r50_fpn_1x_coco.py │ │ └── fast-rcnn_r50_fpn_2x_coco.py │ ├── faster_rcnn │ │ ├── README.md │ │ ├── faster-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── faster-rcnn_r101-caffe_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r101_fpn_1x_coco.py │ │ ├── faster-rcnn_r101_fpn_2x_coco.py │ │ ├── faster-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r101_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r50-caffe-c4_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_ms-3x_coco.py │ │ ├── faster-rcnn_r50-caffe_c4-1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_90k_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco-person-bicycle-car.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco-person.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-2x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ ├── faster-rcnn_r50-tnr-pre_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_2x_coco.py │ │ ├── faster-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r50_fpn_amp-1x_coco.py │ │ ├── faster-rcnn_r50_fpn_bounded-iou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_ciou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_fcos-rpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_giou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_iou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r50_fpn_ohem_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_soft-nms_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_2x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_x101-32x8d_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_2x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_ms-3x_coco.py │ │ └── metafile.yml │ ├── fcos │ │ ├── README.md │ │ ├── fcos_r101-caffe_fpn_gn-head-1x_coco.py │ │ ├── fcos_r101-caffe_fpn_gn-head_ms-640-800-2x_coco.py │ │ ├── fcos_r101_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_r18_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head-center-normbbox-centeronreg-giou_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head-center_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_4xb4-1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_ms-640-800-2x_coco.py │ │ ├── fcos_r50-dcn-caffe_fpn_gn-head-center-normbbox-centeronreg-giou_1x_coco.py │ │ ├── fcos_r50_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_x101-64x4d_fpn_gn-head_ms-640-800-2x_coco.py │ │ └── metafile.yml │ ├── foveabox │ │ ├── README.md │ │ ├── fovea_r101_fpn_4xb4-1x_coco.py │ │ ├── fovea_r101_fpn_4xb4-2x_coco.py │ │ ├── fovea_r101_fpn_gn-head-align_4xb4-2x_coco.py │ │ ├── fovea_r101_fpn_gn-head-align_ms-640-800-4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_4xb4-1x_coco.py │ │ ├── fovea_r50_fpn_4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_gn-head-align_4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_gn-head-align_ms-640-800-4xb4-2x_coco.py │ │ └── metafile.yml │ ├── fpg │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpg-chn128_crop640-50e_coco.py │ │ ├── faster-rcnn_r50_fpg_crop640-50e_coco.py │ │ ├── faster-rcnn_r50_fpn_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpg-chn128_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpg_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpn_crop640-50e_coco.py │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpg-chn128_crop640_50e_coco.py │ │ └── retinanet_r50_fpg_crop640_50e_coco.py │ ├── free_anchor │ │ ├── README.md │ │ ├── freeanchor_r101_fpn_1x_coco.py │ │ ├── freeanchor_r50_fpn_1x_coco.py │ │ ├── freeanchor_x101-32x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── fsaf │ │ ├── README.md │ │ ├── fsaf_r101_fpn_1x_coco.py │ │ ├── fsaf_r50_fpn_1x_coco.py │ │ ├── fsaf_x101-64x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── gcnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5-r16-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5-r4-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-r16-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-r4-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn_fpn_1x_coco.py │ │ └── metafile.yml │ ├── gfl │ │ ├── README.md │ │ ├── gfl_r101-dconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── gfl_r101_fpn_ms-2x_coco.py │ │ ├── gfl_r50_fpn_1x_coco.py │ │ ├── gfl_r50_fpn_ms-2x_coco.py │ │ ├── gfl_x101-32x4d-dconv-c4-c5_fpn_ms-2x_coco.py │ │ ├── gfl_x101-32x4d_fpn_ms-2x_coco.py │ │ └── metafile.yml │ ├── ghm │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r101_fpn_ghm-1x_coco.py │ │ ├── retinanet_r50_fpn_ghm-1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_ghm-1x_coco.py │ │ └── retinanet_x101-64x4d_fpn_ghm-1x_coco.py │ ├── gn+ws │ │ ├── README.md │ │ ├── faster-rcnn_r101_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_x50-32x4d_fpn_gn-ws-all_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_x50-32x4d_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_x50-32x4d_fpn_gn-ws-all_2x_coco.py │ │ └── metafile.yml │ ├── gn │ │ ├── README.md │ │ ├── mask-rcnn_r101_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-all_3x_coco.py │ │ ├── mask-rcnn_r50-contrib_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r50-contrib_fpn_gn-all_3x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-all_3x_coco.py │ │ └── metafile.yml │ ├── grid_rcnn │ │ ├── README.md │ │ ├── grid-rcnn_r101_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head_1x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_x101-32x4d_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_x101-64x4d_fpn_gn-head_2x_coco.py │ │ └── metafile.yml │ ├── groie │ │ ├── README.md │ │ ├── faste-rcnn_r50_fpn_groie_1x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head-groie_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_syncbn-r4-gcb_c3-c5-groie_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_groie_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_syncbn-r4-gcb-c3-c5-groie_1x_coco.py │ │ └── metafile.yml │ ├── guided_anchoring │ │ ├── README.md │ │ ├── ga-fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── ga-retinanet_r101-caffe_fpn_1x_coco.py │ │ ├── ga-retinanet_r101-caffe_fpn_ms-2x.py │ │ ├── ga-retinanet_r50-caffe_fpn_1x_coco.py │ │ ├── ga-retinanet_r50_fpn_1x_coco.py │ │ ├── ga-retinanet_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-retinanet_x101-64x4d_fpn_1x_coco.py │ │ ├── ga-rpn_r101-caffe_fpn_1x_coco.py │ │ ├── ga-rpn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-rpn_r50_fpn_1x_coco.py │ │ ├── ga-rpn_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-rpn_x101-64x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── hrnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_hrnetv2p-w18_20e_coco.py │ │ ├── cascade-mask-rcnn_hrnetv2p-w32_20e_coco.py │ │ ├── cascade-mask-rcnn_hrnetv2p-w40-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w18-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w32-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w40-20e_coco.py │ │ ├── faster-rcnn_hrnetv2p-w18-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w18-2x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w32-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w32_2x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w40-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w40_2x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_4xb4-1x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_4xb4-1x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w40-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── htc_hrnetv2p-w18_20e_coco.py │ │ ├── htc_hrnetv2p-w32_20e_coco.py │ │ ├── htc_hrnetv2p-w40_20e_coco.py │ │ ├── htc_hrnetv2p-w40_28e_coco.py │ │ ├── htc_x101-64x4d_fpn_16xb1-28e_coco.py │ │ ├── mask-rcnn_hrnetv2p-w18-1x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w18-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w32-1x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w32-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w40-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w40_1x_coco.py │ │ └── metafile.yml │ ├── htc │ │ ├── README.md │ │ ├── htc-without-semantic_r50_fpn_1x_coco.py │ │ ├── htc_r101_fpn_20e_coco.py │ │ ├── htc_r50_fpn_1x_coco.py │ │ ├── htc_r50_fpn_20e_coco.py │ │ ├── htc_x101-32x4d_fpn_16xb1-20e_coco.py │ │ ├── htc_x101-64x4d-dconv-c3-c5_fpn_ms-400-1400-16xb1-20e_coco.py │ │ ├── htc_x101-64x4d_fpn_16xb1-20e_coco.py │ │ └── metafile.yml │ ├── instaboost │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101_fpn_instaboost-4x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_instaboost-4x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_r101_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_r50_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_instaboost-4x_coco.py │ │ └── metafile.yml │ ├── instagen │ │ ├── faster-rcnn_r50-caffe_c4-1x_coco-ovd_instagen-dataset.py │ │ ├── instagen-4scale_fd_8xb2-12e_coco.py │ │ ├── instagen-4scale_fd_8xb2-12e_coco_demo.py │ │ └── instagen-4scale_fd_8xb2-12e_coco_infer.py │ ├── lad │ │ ├── README.md │ │ ├── lad_r101-paa-r50_fpn_2xb8_coco_1x.py │ │ ├── lad_r50-paa-r101_fpn_2xb8_coco_1x.py │ │ └── metafile.yml │ ├── ld │ │ ├── README.md │ │ ├── ld_r101-gflv1-r101-dcn_fpn_2x_coco.py │ │ ├── ld_r18-gflv1-r101_fpn_1x_coco.py │ │ ├── ld_r34-gflv1-r101_fpn_1x_coco.py │ │ ├── ld_r50-gflv1-r101_fpn_1x_coco.py │ │ └── metafile.yml │ ├── legacy_1.x │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── faster-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── mask-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── retinanet_r50-caffe_fpn_1x_coco_v1.py │ │ ├── retinanet_r50_fpn_1x_coco_v1.py │ │ └── ssd300_coco_v1.py │ ├── libra_rcnn │ │ ├── README.md │ │ ├── libra-fast-rcnn_r50_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_r101_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── libra-retinanet_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── lvis │ │ ├── README.md │ │ ├── mask-rcnn_r101_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_r50_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_x101-32x4d_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_x101-32x4d_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_x101-64x4d_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_x101-64x4d_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ └── metafile.yml │ ├── mask2former │ │ ├── README.md │ │ ├── mask2former_r101_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_r101_8xb2-lsj-50e_coco.py │ │ ├── mask2former_r50_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_r50_8xb2-lsj-50e_coco.py │ │ ├── mask2former_swin-b-p4-w12-384-in21k_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-b-p4-w12-384_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-l-p4-w12-384-in21k_16xb1-lsj-100e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_8xb2-lsj-50e_coco.py │ │ ├── mask2former_swin-t-p4-w7-224_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-t-p4-w7-224_8xb2-lsj-50e_coco.py │ │ └── metafile.yml │ ├── mask_rcnn │ │ ├── README.md │ │ ├── mask-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-caffe_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r101_fpn_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_2x_coco.py │ │ ├── mask-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r101_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r50-caffe-c4_1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-2x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_poly-1x_coco_v1.py │ │ ├── mask-rcnn_r50_fpn_1x-wandb_coco.py │ │ ├── mask-rcnn_r50_fpn_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r50_fpn_amp-1x_coco.py │ │ ├── mask-rcnn_r50_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r50_fpn_poly-1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_2x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_ms-poly-1x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_2x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_ms-poly_3x_coco.py │ │ └── metafile.yml │ ├── maskformer │ │ ├── README.md │ │ ├── maskformer_r50_ms-16xb1-75e_coco.py │ │ ├── maskformer_swin-l-p4-w12_64xb1-ms-300e_coco.py │ │ └── metafile.yml │ ├── misc │ │ ├── d2_faster-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ ├── d2_mask-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ └── d2_retinanet_r50-caffe_fpn_ms-90k_coco.py │ ├── ms_rcnn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ms-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── ms-rcnn_r101-caffe_fpn_2x_coco.py │ │ ├── ms-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ms-rcnn_r50-caffe_fpn_2x_coco.py │ │ ├── ms-rcnn_r50_fpn_1x_coco.py │ │ ├── ms-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── ms-rcnn_x101-64x4d_fpn_1x_coco.py │ │ └── ms-rcnn_x101-64x4d_fpn_2x_coco.py │ ├── nas_fcos │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── nas-fcos_r50-caffe_fpn_fcoshead-gn-head_4xb4-1x_coco.py │ │ └── nas-fcos_r50-caffe_fpn_nashead-gn-head_4xb4-1x_coco.py │ ├── nas_fpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_crop640-50e_coco.py │ │ └── retinanet_r50_nasfpn_crop640-50e_coco.py │ ├── objects365 │ │ ├── README.md │ │ ├── faster-rcnn_r50-syncbn_fpn_1350k_objects365v1.py │ │ ├── faster-rcnn_r50_fpn_16xb4-1x_objects365v1.py │ │ ├── faster-rcnn_r50_fpn_16xb4-1x_objects365v2.py │ │ ├── metafile.yml │ │ ├── retinanet_r50-syncbn_fpn_1350k_objects365v1.py │ │ ├── retinanet_r50_fpn_1x_objects365v1.py │ │ └── retinanet_r50_fpn_1x_objects365v2.py │ ├── openimages │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_32xb2-1x_openimages-challenge.py │ │ ├── faster-rcnn_r50_fpn_32xb2-1x_openimages.py │ │ ├── faster-rcnn_r50_fpn_32xb2-cas-1x_openimages-challenge.py │ │ ├── faster-rcnn_r50_fpn_32xb2-cas-1x_openimages.py │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_32xb2-1x_openimages.py │ │ └── ssd300_32xb8-36e_openimages.py │ ├── paa │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── paa_r101_fpn_1x_coco.py │ │ ├── paa_r101_fpn_2x_coco.py │ │ ├── paa_r101_fpn_ms-3x_coco.py │ │ ├── paa_r50_fpn_1.5x_coco.py │ │ ├── paa_r50_fpn_1x_coco.py │ │ ├── paa_r50_fpn_2x_coco.py │ │ └── paa_r50_fpn_ms-3x_coco.py │ ├── pafpn │ │ ├── README.md │ │ ├── faster-rcnn_r50_pafpn_1x_coco.py │ │ └── metafile.yml │ ├── panoptic_fpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── panoptic-fpn_r101_fpn_1x_coco.py │ │ ├── panoptic-fpn_r101_fpn_ms-3x_coco.py │ │ ├── panoptic-fpn_r50_fpn_1x_coco.py │ │ └── panoptic-fpn_r50_fpn_ms-3x_coco.py │ ├── pascal_voc │ │ ├── README.md │ │ ├── faster-rcnn_r50-caffe-c4_ms-18k_voc0712.py │ │ ├── faster-rcnn_r50_fpn_1x_voc0712-cocofmt.py │ │ ├── faster-rcnn_r50_fpn_1x_voc0712.py │ │ ├── retinanet_r50_fpn_1x_voc0712.py │ │ ├── ssd300_voc0712.py │ │ └── ssd512_voc0712.py │ ├── pisa │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_pisa_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_pisa_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── metafile.yml │ │ ├── retinanet-r50_fpn_pisa_1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── ssd300_pisa_coco.py │ │ └── ssd512_pisa_coco.py │ ├── point_rend │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── point-rend_r50-caffe_fpn_ms-1x_coco.py │ │ └── point-rend_r50-caffe_fpn_ms-3x_coco.py │ ├── pvt │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_pvt-l_fpn_1x_coco.py │ │ ├── retinanet_pvt-m_fpn_1x_coco.py │ │ ├── retinanet_pvt-s_fpn_1x_coco.py │ │ ├── retinanet_pvt-t_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b0_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b1_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b2_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b3_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b4_fpn_1x_coco.py │ │ └── retinanet_pvtv2-b5_fpn_1x_coco.py │ ├── queryinst │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── queryinst_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ ├── queryinst_r101_fpn_ms-480-800-3x_coco.py │ │ ├── queryinst_r50_fpn_1x_coco.py │ │ ├── queryinst_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ └── queryinst_r50_fpn_ms-480-800-3x_coco.py │ ├── regnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_regnetx-1.6GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-400MF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-4GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-800MF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-1.6GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_2x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-400MF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-4GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-800MF_fpn_ms-3x_coco.py │ │ ├── mask-rcnn_regnetx-1.6GF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-12GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── mask-rcnn_regnetx-400MF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-4GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-4GF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-6.4GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-800MF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-8GF_fpn_1x_coco.py │ │ ├── metafile.yml │ │ ├── retinanet_regnetx-1.6GF_fpn_1x_coco.py │ │ ├── retinanet_regnetx-3.2GF_fpn_1x_coco.py │ │ └── retinanet_regnetx-800MF_fpn_1x_coco.py │ ├── reppoints │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── reppoints-bbox_r50-center_fpn-gn_head-gn-grid_1x_coco.py │ │ ├── reppoints-bbox_r50_fpn-gn_head-gn-grid_1x_coco.py │ │ ├── reppoints-minmax_r50_fpn-gn_head-gn_1x_coco.py │ │ ├── reppoints-moment_r101-dconv-c3-c5_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r101_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r50_fpn-gn_head-gn_1x_coco.py │ │ ├── reppoints-moment_r50_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r50_fpn_1x_coco.py │ │ ├── reppoints-moment_x101-dconv-c3-c5_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-partial-minmax_r50_fpn-gn_head-gn_1x_coco.py │ │ └── reppoints.png │ ├── res2net │ │ ├── README.md │ │ ├── cascade-mask-rcnn_res2net-101_fpn_20e_coco.py │ │ ├── cascade-rcnn_res2net-101_fpn_20e_coco.py │ │ ├── faster-rcnn_res2net-101_fpn_2x_coco.py │ │ ├── htc_res2net-101_fpn_20e_coco.py │ │ ├── mask-rcnn_res2net-101_fpn_2x_coco.py │ │ └── metafile.yml │ ├── resnest │ │ ├── README.md │ │ ├── cascade-mask-rcnn_s101_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── cascade-mask-rcnn_s50_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── cascade-rcnn_s101_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── cascade-rcnn_s50_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── faster-rcnn_s101_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── faster-rcnn_s50_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── mask-rcnn_s101_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── mask-rcnn_s50_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ └── metafile.yml │ ├── resnet_strikes_back │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── metafile.yml │ │ └── retinanet_r50-rsb-pre_fpn_1x_coco.py │ ├── retinanet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r101-caffe_fpn_1x_coco.py │ │ ├── retinanet_r101-caffe_fpn_ms-3x_coco.py │ │ ├── retinanet_r101_fpn_1x_coco.py │ │ ├── retinanet_r101_fpn_2x_coco.py │ │ ├── retinanet_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r101_fpn_ms-640-800-3x_coco.py │ │ ├── retinanet_r18_fpn_1x_coco.py │ │ ├── retinanet_r18_fpn_1xb8-1x_coco.py │ │ ├── retinanet_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r50-caffe_fpn_1x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-1x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-2x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-3x_coco.py │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ ├── retinanet_r50_fpn_2x_coco.py │ │ ├── retinanet_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r50_fpn_90k_coco.py │ │ ├── retinanet_r50_fpn_amp-1x_coco.py │ │ ├── retinanet_r50_fpn_ms-640-800-3x_coco.py │ │ ├── retinanet_tta.py │ │ ├── retinanet_x101-32x4d_fpn_1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_2x_coco.py │ │ ├── retinanet_x101-64x4d_fpn_1x_coco.py │ │ ├── retinanet_x101-64x4d_fpn_2x_coco.py │ │ └── retinanet_x101-64x4d_fpn_ms-640-800-3x_coco.py │ ├── rpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── rpn_r101-caffe_fpn_1x_coco.py │ │ ├── rpn_r101_fpn_1x_coco.py │ │ ├── rpn_r101_fpn_2x_coco.py │ │ ├── rpn_r50-caffe-c4_1x_coco.py │ │ ├── rpn_r50-caffe_fpn_1x_coco.py │ │ ├── rpn_r50_fpn_1x_coco.py │ │ ├── rpn_r50_fpn_2x_coco.py │ │ ├── rpn_x101-32x4d_fpn_1x_coco.py │ │ ├── rpn_x101-32x4d_fpn_2x_coco.py │ │ ├── rpn_x101-64x4d_fpn_1x_coco.py │ │ └── rpn_x101-64x4d_fpn_2x_coco.py │ ├── rtmdet │ │ ├── README.md │ │ ├── classification │ │ │ ├── README.md │ │ │ ├── cspnext-l_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-m_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-s_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-tiny_8xb256-rsb-a1-600e_in1k.py │ │ │ └── cspnext-x_8xb256-rsb-a1-600e_in1k.py │ │ ├── metafile.yml │ │ ├── rtmdet-ins_l_8xb32-300e_coco.py │ │ ├── rtmdet-ins_m_8xb32-300e_coco.py │ │ ├── rtmdet-ins_s_8xb32-300e_coco.py │ │ ├── rtmdet-ins_tiny_8xb32-300e_coco.py │ │ ├── rtmdet-ins_x_8xb16-300e_coco.py │ │ ├── rtmdet_l_8xb32-300e_coco.py │ │ ├── rtmdet_m_8xb32-300e_coco.py │ │ ├── rtmdet_s_8xb32-300e_coco.py │ │ ├── rtmdet_tiny_8xb32-300e_coco.py │ │ ├── rtmdet_tta.py │ │ └── rtmdet_x_8xb32-300e_coco.py │ ├── sabl │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sabl-cascade-rcnn_r101_fpn_1x_coco.py │ │ ├── sabl-cascade-rcnn_r50_fpn_1x_coco.py │ │ ├── sabl-faster-rcnn_r101_fpn_1x_coco.py │ │ ├── sabl-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_1x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_ms-480-960-2x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_ms-640-800-2x_coco.py │ │ ├── sabl-retinanet_r101_fpn_1x_coco.py │ │ ├── sabl-retinanet_r50-gn_fpn_1x_coco.py │ │ └── sabl-retinanet_r50_fpn_1x_coco.py │ ├── scnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── scnet_r101_fpn_20e_coco.py │ │ ├── scnet_r50_fpn_1x_coco.py │ │ ├── scnet_r50_fpn_20e_coco.py │ │ ├── scnet_x101-64x4d_fpn_20e_coco.py │ │ └── scnet_x101-64x4d_fpn_8xb1-20e_coco.py │ ├── seesaw_loss │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ └── metafile.yml │ ├── selfsup_pretrain │ │ ├── README.md │ │ ├── mask-rcnn_r50-mocov2-pre_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-mocov2-pre_fpn_ms-2x_coco.py │ │ ├── mask-rcnn_r50-swav-pre_fpn_1x_coco.py │ │ └── mask-rcnn_r50-swav-pre_fpn_ms-2x_coco.py │ ├── simple_copy_paste │ │ ├── README.md │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-270k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-90k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-270k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-90k_coco.py │ │ └── metafile.yml │ ├── soft_teacher │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py │ │ └── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py │ ├── solo │ │ ├── README.md │ │ ├── decoupled-solo-light_r50_fpn_3x_coco.py │ │ ├── decoupled-solo_r50_fpn_1x_coco.py │ │ ├── decoupled-solo_r50_fpn_3x_coco.py │ │ ├── metafile.yml │ │ ├── solo_r101_fpn_8xb8-lsj-200e_coco.py │ │ ├── solo_r18_fpn_8xb8-lsj-200e_coco.py │ │ ├── solo_r50_fpn_1x_coco.py │ │ ├── solo_r50_fpn_3x_coco.py │ │ └── solo_r50_fpn_8xb8-lsj-200e_coco.py │ ├── solov2 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── solov2-light_r18_fpn_ms-3x_coco.py │ │ ├── solov2-light_r34_fpn_ms-3x_coco.py │ │ ├── solov2-light_r50-dcn_fpn_ms-3x_coco.py │ │ ├── solov2-light_r50_fpn_ms-3x_coco.py │ │ ├── solov2_r101-dcn_fpn_ms-3x_coco.py │ │ ├── solov2_r101_fpn_ms-3x_coco.py │ │ ├── solov2_r50_fpn_1x_coco.py │ │ ├── solov2_r50_fpn_ms-3x_coco.py │ │ └── solov2_x101-dcn_fpn_ms-3x_coco.py │ ├── sparse_rcnn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sparse-rcnn_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ ├── sparse-rcnn_r101_fpn_ms-480-800-3x_coco.py │ │ ├── sparse-rcnn_r50_fpn_1x_coco.py │ │ ├── sparse-rcnn_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ └── sparse-rcnn_r50_fpn_ms-480-800-3x_coco.py │ ├── ssd │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ssd300_coco.py │ │ ├── ssd512_coco.py │ │ └── ssdlite_mobilenetv2-scratch_8xb24-600e_coco.py │ ├── strong_baselines │ │ ├── README.md │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_amp-lsj-100e_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-100e_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-400e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_amp-lsj-100e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-100e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-50e_coco.py │ │ └── metafile.yml │ ├── swin │ │ ├── README.md │ │ ├── mask-rcnn_swin-s-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_1x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_ms-crop-3x_coco.py │ │ ├── metafile.yml │ │ └── retinanet_swin-t-p4-w7_fpn_1x_coco.py │ ├── timm_example │ │ ├── README.md │ │ ├── retinanet_timm-efficientnet-b1_fpn_1x_coco.py │ │ └── retinanet_timm-tv-resnet50_fpn_1x_coco.py │ ├── tood │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── tood_r101-dconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── tood_r101_fpn_ms-2x_coco.py │ │ ├── tood_r50_fpn_1x_coco.py │ │ ├── tood_r50_fpn_anchor-based_1x_coco.py │ │ ├── tood_r50_fpn_ms-2x_coco.py │ │ ├── tood_x101-64x4d-dconv-c4-c5_fpn_ms-2x_coco.py │ │ └── tood_x101-64x4d_fpn_ms-2x_coco.py │ ├── tridentnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── tridentnet_r50-caffe_1x_coco.py │ │ ├── tridentnet_r50-caffe_ms-1x_coco.py │ │ └── tridentnet_r50-caffe_ms-3x_coco.py │ ├── vfnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── vfnet_r101-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_r101_fpn_1x_coco.py │ │ ├── vfnet_r101_fpn_2x_coco.py │ │ ├── vfnet_r101_fpn_ms-2x_coco.py │ │ ├── vfnet_r50-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_r50_fpn_1x_coco.py │ │ ├── vfnet_r50_fpn_ms-2x_coco.py │ │ ├── vfnet_res2net-101_fpn_ms-2x_coco.py │ │ ├── vfnet_res2net101-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-32x4d-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-32x4d_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-64x4d-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ └── vfnet_x101-64x4d_fpn_ms-2x_coco.py │ ├── wider_face │ │ ├── README.md │ │ ├── retinanet_r50_fpn_1x_widerface.py │ │ └── ssd300_8xb32-24e_widerface.py │ ├── yolact │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolact_r101_1xb8-55e_coco.py │ │ ├── yolact_r50_1xb8-55e_coco.py │ │ └── yolact_r50_8xb8-55e_coco.py │ ├── yolo │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolov3_d53_8xb8-320-273e_coco.py │ │ ├── yolov3_d53_8xb8-amp-ms-608-273e_coco.py │ │ ├── yolov3_d53_8xb8-ms-416-273e_coco.py │ │ ├── yolov3_d53_8xb8-ms-608-273e_coco.py │ │ ├── yolov3_mobilenetv2_8xb24-320-300e_coco.py │ │ └── yolov3_mobilenetv2_8xb24-ms-416-300e_coco.py │ ├── yolof │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolof_r50-c5_8xb8-1x_coco.py │ │ └── yolof_r50-c5_8xb8-iter-1x_coco.py │ └── yolox │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolox_l_8xb8-300e_coco.py │ │ ├── yolox_m_8xb8-300e_coco.py │ │ ├── yolox_nano_8xb8-300e_coco.py │ │ ├── yolox_s_8xb8-300e_coco.py │ │ ├── yolox_tiny_8xb8-300e_coco.py │ │ ├── yolox_tta.py │ │ └── yolox_x_8xb8-300e_coco.py ├── demo.py ├── demo │ ├── MMDet_InstanceSeg_Tutorial.ipynb │ ├── MMDet_Tutorial.ipynb │ ├── create_result_gif.py │ ├── demo.jpg │ ├── image_demo.py │ ├── inference_demo.ipynb │ ├── instagen_pred.jpg │ ├── video_demo.py │ ├── video_gpuaccel_demo.py │ └── webcam_demo.py ├── docker │ ├── Dockerfile │ ├── serve │ │ ├── Dockerfile │ │ ├── config.properties │ │ └── entrypoint.sh │ └── serve_cn │ │ └── Dockerfile ├── docs │ ├── en │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── image │ │ │ │ └── mmdet-logo.png │ │ ├── advanced_guides │ │ │ ├── conventions.md │ │ │ ├── customize_dataset.md │ │ │ ├── customize_losses.md │ │ │ ├── customize_models.md │ │ │ ├── customize_runtime.md │ │ │ ├── customize_transforms.md │ │ │ ├── data_flow.md │ │ │ ├── datasets.md │ │ │ ├── engine.md │ │ │ ├── evaluation.md │ │ │ ├── how_to.md │ │ │ ├── index.rst │ │ │ ├── models.md │ │ │ ├── structures.md │ │ │ └── transforms.md │ │ ├── api.rst │ │ ├── conf.py │ │ ├── dataset_zoo.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration.md │ │ ├── migration │ │ │ ├── api_and_registry_migration.md │ │ │ ├── config_migration.md │ │ │ ├── dataset_migration.md │ │ │ ├── migration.md │ │ │ ├── migration_faq.md │ │ │ └── model_migration.md │ │ ├── model_zoo.md │ │ ├── notes │ │ │ ├── changelog.md │ │ │ ├── changelog_v2.x.md │ │ │ ├── compatibility.md │ │ │ ├── contribution_guide.md │ │ │ ├── faq.md │ │ │ └── projects.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ │ ├── config.md │ │ │ ├── dataset_prepare.md │ │ │ ├── deploy.md │ │ │ ├── finetune.md │ │ │ ├── index.rst │ │ │ ├── inference.md │ │ │ ├── init_cfg.md │ │ │ ├── label_studio.md │ │ │ ├── new_model.md │ │ │ ├── robustness_benchmarking.md │ │ │ ├── semi_det.md │ │ │ ├── single_stage_as_rpn.md │ │ │ ├── test.md │ │ │ ├── test_results_submission.md │ │ │ ├── train.md │ │ │ ├── useful_hooks.md │ │ │ ├── useful_tools.md │ │ │ └── visualization.md │ └── zh_cn │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── image │ │ │ └── mmdet-logo.png │ │ ├── advanced_guides │ │ ├── conventions.md │ │ ├── customize_dataset.md │ │ ├── customize_losses.md │ │ ├── customize_models.md │ │ ├── customize_runtime.md │ │ ├── customize_transforms.md │ │ ├── data_flow.md │ │ ├── datasets.md │ │ ├── engine.md │ │ ├── evaluation.md │ │ ├── how_to.md │ │ ├── index.rst │ │ ├── models.md │ │ ├── structures.md │ │ └── transforms.md │ │ ├── api.rst │ │ ├── article.md │ │ ├── conf.py │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration │ │ ├── api_and_registry_migration.md │ │ ├── config_migration.md │ │ ├── dataset_migration.md │ │ ├── migration.md │ │ ├── migration_faq.md │ │ └── model_migration.md │ │ ├── model_zoo.md │ │ ├── notes │ │ ├── compatibility.md │ │ ├── faq.md │ │ └── projects.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ ├── config.md │ │ ├── dataset_prepare.md │ │ ├── deploy.md │ │ ├── finetune.md │ │ ├── index.rst │ │ ├── inference.md │ │ ├── init_cfg.md │ │ ├── label_studio.md │ │ ├── new_model.md │ │ ├── robustness_benchmarking.md │ │ ├── semi_det.md │ │ ├── single_stage_as_rpn.md │ │ ├── test.md │ │ ├── test_results_submission.md │ │ ├── train.md │ │ ├── useful_hooks.md │ │ ├── useful_tools.md │ │ └── visualization.md ├── instagen_resources │ ├── coco_base_classes.txt │ ├── coco_base_inds.txt │ ├── coco_classes.pt │ ├── coco_classes.txt │ ├── coco_novel_classes.txt │ └── coco_novel_inds.txt ├── mmdet │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── det_inferencer.py │ │ └── inference.py │ ├── datasets │ │ ├── __init__.py │ │ ├── api_wrappers │ │ │ ├── __init__.py │ │ │ └── coco_api.py │ │ ├── base_det_dataset.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── coco_panoptic.py │ │ ├── crowdhuman.py │ │ ├── dataset_wrappers.py │ │ ├── deepfashion.py │ │ ├── lvis.py │ │ ├── objects365.py │ │ ├── openimages.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── batch_sampler.py │ │ │ ├── class_aware_sampler.py │ │ │ └── multi_source_sampler.py │ │ ├── transforms │ │ │ ├── __init__.py │ │ │ ├── augment_wrappers.py │ │ │ ├── colorspace.py │ │ │ ├── formatting.py │ │ │ ├── geometric.py │ │ │ ├── instaboost.py │ │ │ ├── loading.py │ │ │ ├── transforms.py │ │ │ └── wrappers.py │ │ ├── utils.py │ │ ├── voc.py │ │ ├── wider_face.py │ │ └── xml_style.py │ ├── engine │ │ ├── __init__.py │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ ├── checkloss_hook.py │ │ │ ├── mean_teacher_hook.py │ │ │ ├── memory_profiler_hook.py │ │ │ ├── num_class_check_hook.py │ │ │ ├── pipeline_switch_hook.py │ │ │ ├── set_epoch_info_hook.py │ │ │ ├── sync_norm_hook.py │ │ │ ├── utils.py │ │ │ ├── visualization_hook.py │ │ │ └── yolox_mode_switch_hook.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ └── layer_decay_optimizer_constructor.py │ │ ├── runner │ │ │ ├── __init__.py │ │ │ └── loops.py │ │ └── schedulers │ │ │ ├── __init__.py │ │ │ └── quadratic_warmup.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── functional │ │ │ ├── __init__.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── cityscapes_utils.py │ │ │ ├── class_names.py │ │ │ ├── mean_ap.py │ │ │ ├── panoptic_utils.py │ │ │ └── recall.py │ │ └── metrics │ │ │ ├── __init__.py │ │ │ ├── cityscapes_metric.py │ │ │ ├── coco_metric.py │ │ │ ├── coco_occluded_metric.py │ │ │ ├── coco_panoptic_metric.py │ │ │ ├── crowdhuman_metric.py │ │ │ ├── dump_det_results.py │ │ │ ├── dump_proposals_metric.py │ │ │ ├── lvis_metric.py │ │ │ ├── openimages_metric.py │ │ │ └── voc_metric.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── csp_darknet.py │ │ │ ├── cspnext.py │ │ │ ├── darknet.py │ │ │ ├── detectors_resnet.py │ │ │ ├── detectors_resnext.py │ │ │ ├── efficientnet.py │ │ │ ├── hourglass.py │ │ │ ├── hrnet.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── pvt.py │ │ │ ├── regnet.py │ │ │ ├── res2net.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── ssd_vgg.py │ │ │ ├── stable_diffusion.py │ │ │ ├── swin.py │ │ │ └── trident_resnet.py │ │ ├── data_preprocessors │ │ │ ├── __init__.py │ │ │ └── data_preprocessor.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── autoassign_head.py │ │ │ ├── base_dense_head.py │ │ │ ├── base_mask_head.py │ │ │ ├── boxinst_head.py │ │ │ ├── cascade_rpn_head.py │ │ │ ├── centernet_head.py │ │ │ ├── centernet_update_head.py │ │ │ ├── centripetal_head.py │ │ │ ├── condinst_head.py │ │ │ ├── conditional_detr_head.py │ │ │ ├── corner_head.py │ │ │ ├── dab_detr_head.py │ │ │ ├── ddod_head.py │ │ │ ├── deformable_detr_head.py │ │ │ ├── dense_test_mixins.py │ │ │ ├── detr_head.py │ │ │ ├── dino_head.py │ │ │ ├── embedding_rpn_head.py │ │ │ ├── fcos_head.py │ │ │ ├── fovea_head.py │ │ │ ├── free_anchor_retina_head.py │ │ │ ├── fsaf_head.py │ │ │ ├── ga_retina_head.py │ │ │ ├── ga_rpn_head.py │ │ │ ├── gfl_head.py │ │ │ ├── grounding_head.py │ │ │ ├── guided_anchor_head.py │ │ │ ├── lad_head.py │ │ │ ├── ld_head.py │ │ │ ├── mask2former_head.py │ │ │ ├── maskformer_head.py │ │ │ ├── nasfcos_head.py │ │ │ ├── paa_head.py │ │ │ ├── pisa_retinanet_head.py │ │ │ ├── pisa_ssd_head.py │ │ │ ├── reppoints_head.py │ │ │ ├── retina_head.py │ │ │ ├── retina_sepbn_head.py │ │ │ ├── rpn_head.py │ │ │ ├── rtmdet_head.py │ │ │ ├── rtmdet_ins_head.py │ │ │ ├── sabl_retina_head.py │ │ │ ├── solo_head.py │ │ │ ├── solov2_head.py │ │ │ ├── ssd_head.py │ │ │ ├── tood_head.py │ │ │ ├── vfnet_head.py │ │ │ ├── yolact_head.py │ │ │ ├── yolo_head.py │ │ │ ├── yolof_head.py │ │ │ └── yolox_head.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── atss.py │ │ │ ├── autoassign.py │ │ │ ├── base.py │ │ │ ├── base_detr.py │ │ │ ├── boxinst.py │ │ │ ├── cascade_rcnn.py │ │ │ ├── centernet.py │ │ │ ├── condinst.py │ │ │ ├── conditional_detr.py │ │ │ ├── cornernet.py │ │ │ ├── crowddet.py │ │ │ ├── d2_wrapper.py │ │ │ ├── dab_detr.py │ │ │ ├── ddod.py │ │ │ ├── deformable_detr.py │ │ │ ├── detr.py │ │ │ ├── dino.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── fcos.py │ │ │ ├── fovea.py │ │ │ ├── fsaf.py │ │ │ ├── gfl.py │ │ │ ├── grid_rcnn.py │ │ │ ├── htc.py │ │ │ ├── instagen.py │ │ │ ├── kd_one_stage.py │ │ │ ├── lad.py │ │ │ ├── mask2former.py │ │ │ ├── mask_rcnn.py │ │ │ ├── mask_scoring_rcnn.py │ │ │ ├── maskformer.py │ │ │ ├── nasfcos.py │ │ │ ├── paa.py │ │ │ ├── panoptic_fpn.py │ │ │ ├── panoptic_two_stage_segmentor.py │ │ │ ├── point_rend.py │ │ │ ├── queryinst.py │ │ │ ├── reppoints_detector.py │ │ │ ├── retinanet.py │ │ │ ├── rpn.py │ │ │ ├── rtmdet.py │ │ │ ├── scnet.py │ │ │ ├── semi_base.py │ │ │ ├── single_stage.py │ │ │ ├── single_stage_instance_seg.py │ │ │ ├── soft_teacher.py │ │ │ ├── solo.py │ │ │ ├── solov2.py │ │ │ ├── sparse_rcnn.py │ │ │ ├── tood.py │ │ │ ├── trident_faster_rcnn.py │ │ │ ├── two_stage.py │ │ │ ├── vfnet.py │ │ │ ├── yolact.py │ │ │ ├── yolo.py │ │ │ ├── yolof.py │ │ │ └── yolox.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── bbox_nms.py │ │ │ ├── brick_wrappers.py │ │ │ ├── conv_upsample.py │ │ │ ├── csp_layer.py │ │ │ ├── dropblock.py │ │ │ ├── ema.py │ │ │ ├── inverted_residual.py │ │ │ ├── matrix_nms.py │ │ │ ├── msdeformattn_pixel_decoder.py │ │ │ ├── normed_predictor.py │ │ │ ├── pixel_decoder.py │ │ │ ├── positional_encoding.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ └── transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── conditional_detr_layers.py │ │ │ │ ├── dab_detr_layers.py │ │ │ │ ├── deformable_detr_layers.py │ │ │ │ ├── detr_layers.py │ │ │ │ ├── dino_layers.py │ │ │ │ ├── fuse_modules.py │ │ │ │ ├── grounding_layers.py │ │ │ │ ├── grounding_utils.py │ │ │ │ ├── mask2former_layers.py │ │ │ │ ├── transformer_vanilla.py │ │ │ │ └── utils.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── kd_loss.py │ │ │ ├── masked_cross_entropy_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── seesaw_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ ├── utils.py │ │ │ └── varifocal_loss.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── channel_mapper.py │ │ │ ├── cspnext_pafpn.py │ │ │ ├── ct_resnet_neck.py │ │ │ ├── dilated_encoder.py │ │ │ ├── dyhead.py │ │ │ ├── fpg.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── hrfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ ├── rfp.py │ │ │ ├── ssd_neck.py │ │ │ ├── ssh.py │ │ │ ├── yolo_neck.py │ │ │ └── yolox_pafpn.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── base_roi_head.py │ │ │ ├── bbox_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_head.py │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ ├── dii_head.py │ │ │ │ ├── double_bbox_head.py │ │ │ │ ├── multi_instance_bbox_head.py │ │ │ │ ├── sabl_head.py │ │ │ │ └── scnet_bbox_head.py │ │ │ ├── cascade_roi_head.py │ │ │ ├── double_roi_head.py │ │ │ ├── dynamic_roi_head.py │ │ │ ├── grid_roi_head.py │ │ │ ├── htc_roi_head.py │ │ │ ├── mask_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── coarse_mask_head.py │ │ │ │ ├── dynamic_mask_head.py │ │ │ │ ├── fcn_mask_head.py │ │ │ │ ├── feature_relay_head.py │ │ │ │ ├── fused_semantic_head.py │ │ │ │ ├── global_context_head.py │ │ │ │ ├── grid_head.py │ │ │ │ ├── htc_mask_head.py │ │ │ │ ├── mask_point_head.py │ │ │ │ ├── maskiou_head.py │ │ │ │ ├── scnet_mask_head.py │ │ │ │ └── scnet_semantic_head.py │ │ │ ├── mask_scoring_roi_head.py │ │ │ ├── multi_instance_roi_head.py │ │ │ ├── pisa_roi_head.py │ │ │ ├── point_rend_roi_head.py │ │ │ ├── roi_extractors │ │ │ │ ├── __init__.py │ │ │ │ ├── base_roi_extractor.py │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ └── single_level_roi_extractor.py │ │ │ ├── scnet_roi_head.py │ │ │ ├── shared_heads │ │ │ │ ├── __init__.py │ │ │ │ └── res_layer.py │ │ │ ├── sparse_roi_head.py │ │ │ ├── standard_roi_head.py │ │ │ ├── test_mixins.py │ │ │ └── trident_roi_head.py │ │ ├── seg_heads │ │ │ ├── __init__.py │ │ │ ├── base_semantic_head.py │ │ │ ├── panoptic_fpn_head.py │ │ │ └── panoptic_fusion_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── base_panoptic_fusion_head.py │ │ │ │ ├── heuristic_fusion_head.py │ │ │ │ └── maskformer_fusion_head.py │ │ ├── task_modules │ │ │ ├── __init__.py │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ ├── assign_result.py │ │ │ │ ├── atss_assigner.py │ │ │ │ ├── base_assigner.py │ │ │ │ ├── center_region_assigner.py │ │ │ │ ├── dynamic_soft_label_assigner.py │ │ │ │ ├── grid_assigner.py │ │ │ │ ├── hungarian_assigner.py │ │ │ │ ├── iou2d_calculator.py │ │ │ │ ├── match_cost.py │ │ │ │ ├── max_iou_assigner.py │ │ │ │ ├── multi_instance_assigner.py │ │ │ │ ├── point_assigner.py │ │ │ │ ├── region_assigner.py │ │ │ │ ├── sim_ota_assigner.py │ │ │ │ ├── task_aligned_assigner.py │ │ │ │ └── uniform_assigner.py │ │ │ ├── builder.py │ │ │ ├── coders │ │ │ │ ├── __init__.py │ │ │ │ ├── base_bbox_coder.py │ │ │ │ ├── bucketing_bbox_coder.py │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ ├── distance_point_bbox_coder.py │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ ├── tblr_bbox_coder.py │ │ │ │ └── yolo_bbox_coder.py │ │ │ ├── prior_generators │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor_generator.py │ │ │ │ ├── point_generator.py │ │ │ │ └── utils.py │ │ │ └── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_sampler.py │ │ │ │ ├── combined_sampler.py │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ ├── mask_sampling_result.py │ │ │ │ ├── multi_instance_random_sampler.py │ │ │ │ ├── multi_instance_sampling_result.py │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ ├── sampling_result.py │ │ │ │ └── score_hlr_sampler.py │ │ ├── test_time_augs │ │ │ ├── __init__.py │ │ │ ├── det_tta.py │ │ │ └── merge_augs.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── gaussian_target.py │ │ │ ├── make_divisible.py │ │ │ ├── misc.py │ │ │ ├── panoptic_gt_processing.py │ │ │ └── point_sample.py │ ├── registry.py │ ├── run_demo.py │ ├── structures │ │ ├── __init__.py │ │ ├── bbox │ │ │ ├── __init__.py │ │ │ ├── base_boxes.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── box_type.py │ │ │ ├── horizontal_boxes.py │ │ │ └── transforms.py │ │ ├── det_data_sample.py │ │ └── mask │ │ │ ├── __init__.py │ │ │ ├── mask_target.py │ │ │ ├── structures.py │ │ │ └── utils.py │ ├── testing │ │ ├── __init__.py │ │ ├── _fast_stop_training_hook.py │ │ └── _utils.py │ ├── utils │ │ ├── __init__.py │ │ ├── benchmark.py │ │ ├── collect_env.py │ │ ├── compat_config.py │ │ ├── contextmanagers.py │ │ ├── dist_utils.py │ │ ├── logger.py │ │ ├── memory.py │ │ ├── misc.py │ │ ├── profiling.py │ │ ├── replace_cfg_vals.py │ │ ├── setup_env.py │ │ ├── split_batch.py │ │ ├── typing_utils.py │ │ ├── util_mixins.py │ │ └── util_random.py │ ├── version.py │ └── visualization │ │ ├── __init__.py │ │ ├── local_visualizer.py │ │ └── palette.py ├── model-index.yml ├── projects │ ├── ConvNeXt-V2 │ │ ├── README.md │ │ └── configs │ │ │ └── mask-rcnn_convnext-v2-b_fpn_lsj-3x-fcmae_coco.py │ ├── Detic │ │ ├── README.md │ │ ├── configs │ │ │ └── detic_centernet2_swin-b_fpn_4x_lvis-coco-in21k.py │ │ ├── demo.py │ │ └── detic │ │ │ ├── __init__.py │ │ │ ├── centernet_rpn_head.py │ │ │ ├── detic_bbox_head.py │ │ │ ├── detic_roi_head.py │ │ │ ├── text_encoder.py │ │ │ ├── utils.py │ │ │ └── zero_shot_classifier.py │ ├── DiffusionDet │ │ ├── README.md │ │ ├── configs │ │ │ └── diffusiondet_r50_fpn_500-proposals_1-step_crop-ms-480-800-450k_coco.py │ │ ├── diffusiondet │ │ │ ├── __init__.py │ │ │ ├── diffusiondet.py │ │ │ ├── head.py │ │ │ └── loss.py │ │ └── model_converters │ │ │ └── diffusiondet_resnet_to_mmdet.py │ ├── EfficientDet │ │ ├── README.md │ │ ├── configs │ │ │ ├── efficientdet_effb0_bifpn_8xb16-crop512-300e_coco.py │ │ │ ├── efficientdet_effb3_bifpn_8xb16-crop896-300e_coco-90cls.py │ │ │ ├── efficientdet_effb3_bifpn_8xb16-crop896-300e_coco.py │ │ │ └── tensorflow │ │ │ │ └── efficientdet_effb0_bifpn_8xb16-crop512-300e_coco_tf.py │ │ ├── convert_tf_to_pt.py │ │ └── efficientdet │ │ │ ├── __init__.py │ │ │ ├── bifpn.py │ │ │ ├── efficientdet.py │ │ │ ├── efficientdet_head.py │ │ │ ├── huber_loss.py │ │ │ ├── tensorflow │ │ │ ├── anchor_generator.py │ │ │ ├── api_wrappers │ │ │ │ ├── __init__.py │ │ │ │ └── coco_api.py │ │ │ ├── coco_90class.py │ │ │ ├── coco_90metric.py │ │ │ ├── trans_max_iou_assigner.py │ │ │ └── yxyx_bbox_coder.py │ │ │ └── utils.py │ ├── LabelStudio │ │ ├── backend_template │ │ │ ├── _wsgi.py │ │ │ └── mmdetection.py │ │ └── readme.md │ ├── SparseInst │ │ ├── README.md │ │ ├── configs │ │ │ └── sparseinst_r50_iam_8xb8-ms-270k_coco.py │ │ └── sparseinst │ │ │ ├── __init__.py │ │ │ ├── decoder.py │ │ │ ├── encoder.py │ │ │ ├── loss.py │ │ │ └── sparseinst.py │ └── example_project │ │ ├── README.md │ │ ├── configs │ │ └── faster-rcnn_dummy-resnet_fpn_1x_coco.py │ │ └── dummy │ │ ├── __init__.py │ │ └── dummy_resnet.py ├── pytest.ini ├── requirements.txt ├── requirements │ ├── albu.txt │ ├── build.txt │ ├── docs.txt │ ├── mminstall.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt ├── resources │ ├── coco_test_12510.jpg │ ├── corruptions_sev_3.png │ ├── data_pipeline.png │ ├── loss_curve.png │ ├── mmdet-logo.png │ ├── qq_group_qrcode.jpg │ └── zhihu_qrcode.jpg ├── sd_resources │ └── alphas_cumprod.npy ├── setup.cfg ├── setup.py ├── tests │ ├── test_apis │ │ ├── test_det_inferencer.py │ │ └── test_inference.py │ ├── test_datasets │ │ ├── test_cityscapes.py │ │ ├── test_coco.py │ │ ├── test_coco_api_wrapper.py │ │ ├── test_coco_panoptic.py │ │ ├── test_crowdhuman.py │ │ ├── test_lvis.py │ │ ├── test_objects365.py │ │ ├── test_openimages.py │ │ ├── test_pascal_voc.py │ │ ├── test_samplers │ │ │ ├── test_batch_sampler.py │ │ │ └── test_multi_source_sampler.py │ │ ├── test_transforms │ │ │ ├── __init__.py │ │ │ ├── test_augment_wrappers.py │ │ │ ├── test_colorspace.py │ │ │ ├── test_formatting.py │ │ │ ├── test_geometric.py │ │ │ ├── test_instaboost.py │ │ │ ├── test_loading.py │ │ │ ├── test_transforms.py │ │ │ ├── test_wrappers.py │ │ │ └── utils.py │ │ ├── test_tta.py │ │ └── test_wider_face.py │ ├── test_engine │ │ ├── __init__.py │ │ ├── test_hooks │ │ │ ├── test_checkloss_hook.py │ │ │ ├── test_mean_teacher_hook.py │ │ │ ├── test_memory_profiler_hook.py │ │ │ ├── test_num_class_check_hook.py │ │ │ ├── test_sync_norm_hook.py │ │ │ ├── test_visualization_hook.py │ │ │ └── test_yolox_mode_switch_hook.py │ │ ├── test_optimizers │ │ │ ├── __init__.py │ │ │ └── test_layer_decay_optimizer_constructor.py │ │ ├── test_runner │ │ │ └── test_loops.py │ │ └── test_schedulers │ │ │ └── test_quadratic_warmup.py │ ├── test_evaluation │ │ └── test_metrics │ │ │ ├── __init__.py │ │ │ ├── test_cityscapes_metric.py │ │ │ ├── test_coco_metric.py │ │ │ ├── test_coco_occluded_metric.py │ │ │ ├── test_coco_panoptic_metric.py │ │ │ ├── test_crowdhuman_metric.py │ │ │ ├── test_dump_det_results.py │ │ │ ├── test_lvis_metric.py │ │ │ └── test_openimages_metric.py │ ├── test_models │ │ ├── test_backbones │ │ │ ├── __init__.py │ │ │ ├── test_csp_darknet.py │ │ │ ├── test_detectors_resnet.py │ │ │ ├── test_efficientnet.py │ │ │ ├── test_hourglass.py │ │ │ ├── test_hrnet.py │ │ │ ├── test_mobilenet_v2.py │ │ │ ├── test_pvt.py │ │ │ ├── test_regnet.py │ │ │ ├── test_renext.py │ │ │ ├── test_res2net.py │ │ │ ├── test_resnest.py │ │ │ ├── test_resnet.py │ │ │ ├── test_swin.py │ │ │ ├── test_trident_resnet.py │ │ │ └── utils.py │ │ ├── test_data_preprocessors │ │ │ ├── test_batch_resize.py │ │ │ ├── test_boxinst_preprocessor.py │ │ │ └── test_data_preprocessor.py │ │ ├── test_dense_heads │ │ │ ├── test_anchor_head.py │ │ │ ├── test_atss_head.py │ │ │ ├── test_autoassign_head.py │ │ │ ├── test_boxinst_head.py │ │ │ ├── test_cascade_rpn_head.py │ │ │ ├── test_centernet_head.py │ │ │ ├── test_centernet_update_head.py │ │ │ ├── test_centripetal_head.py │ │ │ ├── test_condinst_head.py │ │ │ ├── test_corner_head.py │ │ │ ├── test_ddod_head.py │ │ │ ├── test_embedding_rpn_head.py │ │ │ ├── test_fcos_head.py │ │ │ ├── test_fovea_head.py │ │ │ ├── test_free_anchor_head.py │ │ │ ├── test_fsaf_head.py │ │ │ ├── test_ga_retina_head.py │ │ │ ├── test_ga_rpn_head.py │ │ │ ├── test_gfl_head.py │ │ │ ├── test_guided_anchor_head.py │ │ │ ├── test_lad_head.py │ │ │ ├── test_ld_head.py │ │ │ ├── test_nasfcos_head.py │ │ │ ├── test_paa_head.py │ │ │ ├── test_pisa_retinanet_head.py │ │ │ ├── test_pisa_ssd_head.py │ │ │ ├── test_reppoints_head.py │ │ │ ├── test_retina_sepBN_head.py │ │ │ ├── test_rpn_head.py │ │ │ ├── test_sabl_retina_head.py │ │ │ ├── test_solo_head.py │ │ │ ├── test_solov2_head.py │ │ │ ├── test_ssd_head.py │ │ │ ├── test_tood_head.py │ │ │ ├── test_vfnet_head.py │ │ │ ├── test_yolo_head.py │ │ │ ├── test_yolof_head.py │ │ │ └── test_yolox_head.py │ │ ├── test_detectors │ │ │ ├── test_conditional_detr.py │ │ │ ├── test_cornernet.py │ │ │ ├── test_dab_detr.py │ │ │ ├── test_deformable_detr.py │ │ │ ├── test_detr.py │ │ │ ├── test_dino.py │ │ │ ├── test_kd_single_stage.py │ │ │ ├── test_maskformer.py │ │ │ ├── test_panoptic_two_stage_segmentor.py │ │ │ ├── test_rpn.py │ │ │ ├── test_semi_base.py │ │ │ ├── test_single_stage.py │ │ │ ├── test_single_stage_instance_seg.py │ │ │ └── test_two_stage.py │ │ ├── test_layers │ │ │ ├── __init__.py │ │ │ ├── test_brick_wrappers.py │ │ │ ├── test_conv_upsample.py │ │ │ ├── test_ema.py │ │ │ ├── test_inverted_residual.py │ │ │ ├── test_plugins.py │ │ │ ├── test_position_encoding.py │ │ │ ├── test_se_layer.py │ │ │ └── test_transformer.py │ │ ├── test_losses │ │ │ ├── test_gaussian_focal_loss.py │ │ │ └── test_loss.py │ │ ├── test_necks │ │ │ ├── test_ct_resnet_neck.py │ │ │ └── test_necks.py │ │ ├── test_roi_heads │ │ │ ├── test_bbox_heads │ │ │ │ ├── test_bbox_head.py │ │ │ │ ├── test_double_bbox_head.py │ │ │ │ ├── test_multi_instance_bbox_head.py │ │ │ │ ├── test_sabl_bbox_head.py │ │ │ │ └── test_scnet_bbox_head.py │ │ │ ├── test_cascade_roi_head.py │ │ │ ├── test_dynamic_roi_head.py │ │ │ ├── test_grid_roi_head.py │ │ │ ├── test_htc_roi_head.py │ │ │ ├── test_mask_heads │ │ │ │ ├── test_coarse_mask_head.py │ │ │ │ ├── test_fcn_mask_head.py │ │ │ │ ├── test_feature_relay_head.py │ │ │ │ ├── test_fused_semantic_head.py │ │ │ │ ├── test_global_context_head.py │ │ │ │ ├── test_grid_head.py │ │ │ │ ├── test_htc_mask_head.py │ │ │ │ ├── test_maskiou_head.py │ │ │ │ ├── test_scnet_mask_head.py │ │ │ │ └── test_scnet_semantic_head.py │ │ │ ├── test_mask_scoring_roI_head.py │ │ │ ├── test_multi_instance_roi_head.py │ │ │ ├── test_pisa_roi_head.py │ │ │ ├── test_point_rend_roi_head.py │ │ │ ├── test_roi_extractors │ │ │ │ ├── test_generic_roi_extractor.py │ │ │ │ └── test_single_level_roi_extractor.py │ │ │ ├── test_scnet_roi_head.py │ │ │ ├── test_sparse_roi_head.py │ │ │ ├── test_standard_roi_head.py │ │ │ └── test_trident_roi_head.py │ │ ├── test_seg_heads │ │ │ ├── test_heuristic_fusion_head.py │ │ │ ├── test_maskformer_fusion_head.py │ │ │ └── test_panoptic_fpn_head.py │ │ ├── test_task_modules │ │ │ ├── __init__.py │ │ │ ├── test_assigners │ │ │ │ ├── test_approx_max_iou_assigner.py │ │ │ │ ├── test_atss_assigner.py │ │ │ │ ├── test_center_region_assigner.py │ │ │ │ ├── test_dynamic_soft_label_assigner.py │ │ │ │ ├── test_grid_assigner.py │ │ │ │ ├── test_hungarian_assigner.py │ │ │ │ ├── test_max_iou_assigner.py │ │ │ │ ├── test_point_assigner.py │ │ │ │ ├── test_region_assigner.py │ │ │ │ ├── test_simota_assigner.py │ │ │ │ ├── test_task_aligned_assigner.py │ │ │ │ └── test_task_uniform_assigner.py │ │ │ ├── test_coder │ │ │ │ └── test_delta_xywh_bbox_coder.py │ │ │ ├── test_iou2d_calculator.py │ │ │ ├── test_prior_generators │ │ │ │ └── test_anchor_generator.py │ │ │ └── test_samplers │ │ │ │ └── test_pesudo_sampler.py │ │ ├── test_tta │ │ │ └── test_det_tta.py │ │ └── test_utils │ │ │ ├── test_misc.py │ │ │ └── test_model_misc.py │ ├── test_structures │ │ ├── __init__.py │ │ ├── test_bbox │ │ │ ├── __init__.py │ │ │ ├── test_base_boxes.py │ │ │ ├── test_box_type.py │ │ │ ├── test_horizontal_boxes.py │ │ │ └── utils.py │ │ ├── test_det_data_sample.py │ │ └── test_mask │ │ │ └── test_mask_structures.py │ ├── test_utils │ │ ├── test_benchmark.py │ │ ├── test_memory.py │ │ ├── test_replace_cfg_vals.py │ │ └── test_setup_env.py │ └── test_visualization │ │ ├── test_local_visualizer.py │ │ └── test_palette.py └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── analyze_results.py │ ├── benchmark.py │ ├── browse_dataset.py │ ├── coco_error_analysis.py │ ├── coco_occluded_separated_recall.py │ ├── confusion_matrix.py │ ├── eval_metric.py │ ├── get_flops.py │ ├── optimize_anchors.py │ ├── robustness_eval.py │ └── test_robustness.py │ ├── dataset_converters │ ├── cityscapes.py │ ├── images2coco.py │ └── pascal_voc.py │ ├── deployment │ ├── mmdet2torchserve.py │ ├── mmdet_handler.py │ └── test_torchserver.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── misc │ ├── download_dataset.py │ ├── gen_coco_panoptic_test_info.py │ ├── get_crowdhuman_id_hw.py │ ├── get_image_metas.py │ ├── print_config.py │ └── split_coco.py │ ├── model_converters │ ├── detectron2_to_mmdet.py │ ├── detectron2pytorch.py │ ├── publish_model.py │ ├── regnet2mmdet.py │ ├── selfsup2mmdet.py │ ├── upgrade_model_version.py │ └── upgrade_ssd_version.py │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ └── train.py ├── models ├── first_stage_models │ ├── kl-f16 │ │ └── config.yaml │ ├── kl-f32 │ │ └── config.yaml │ ├── kl-f4 │ │ └── config.yaml │ ├── kl-f8 │ │ └── config.yaml │ ├── vq-f16 │ │ └── config.yaml │ ├── vq-f4-noattn │ │ └── config.yaml │ ├── vq-f4 │ │ └── config.yaml │ ├── vq-f8-n256 │ │ └── config.yaml │ └── vq-f8 │ │ └── config.yaml └── ldm │ ├── bsr_sr │ └── config.yaml │ ├── celeba256 │ └── config.yaml │ ├── cin256 │ └── config.yaml │ ├── ffhq256 │ └── config.yaml │ ├── inpainting_big │ └── config.yaml │ ├── layout2img-openimages256 │ └── config.yaml │ ├── lsun_beds256 │ └── config.yaml │ ├── lsun_churches256 │ └── config.yaml │ ├── semantic_synthesis256 │ └── config.yaml │ ├── semantic_synthesis512 │ └── config.yaml │ └── text2img256 │ └── config.yaml ├── notebook_helpers.py ├── notebooks └── imagic.ipynb ├── requirements.txt ├── resources ├── coco-ovd.png ├── method.png ├── overview.png └── qualitative_result.png ├── scripts ├── autoencoder-eval.py ├── checker.py ├── cmd_on_new_ckpt.py ├── convert_and_push_to_hub.py ├── convert_sd_to_diffusers.py ├── demo │ └── inpainting.py ├── download_first_stages.sh ├── download_models.sh ├── gradio_variations.py ├── image_variations.py ├── img2img.py ├── inpaint.py ├── inpaint_sd.py ├── latent_imagenet_diffusion.ipynb ├── logging_template.py ├── mnist-distributed.py ├── printckpt.py ├── prompts │ ├── aesthetic-prompts-plain.txt │ ├── aesthetic-prompts-surrealism.txt │ ├── prompts-with-wings.txt │ ├── six-prompts │ ├── weird-dalle-prompts.txt │ ├── wings1.txt │ ├── wings2.txt │ ├── wings3.txt │ └── wings4.txt ├── prune-ckpt.py ├── sample_diffusion.py ├── slimify.py ├── slurm │ ├── README.md │ ├── resume_512 │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── resume_512_improvedaesthetic │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── resume_768_hr │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1-upscaling-f16-pretraining-512-aesthetics │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_edgeinpainting │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_iahr_torch111 │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_iahr_torch111_ucg │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_improvedaesthetics │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_improvedaesthetics_torch111 │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_inpainting_aesthetics-larger-masks-ucg │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_inpainting_aesthetics-larger-masks │ │ ├── launcher.sh │ │ └── sbatch.sh │ ├── v1_inpainting_improvedaesthetics_torch111 │ │ ├── launcher.sh │ │ └── 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