├── Detection ├── .gitattributes ├── README.md ├── TicketSH │ ├── imp_imagenet.sh │ ├── imp_imagenet_eval.sh │ ├── imp_moco.sh │ ├── imp_moco_eval.sh │ ├── imp_simclr.sh │ ├── transfer.sh │ ├── transfer_imagenet.sh │ ├── transfer_moco.sh │ └── transfer_simclr.sh ├── ap.py ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── yolov4_config.cpython-36.pyc │ │ └── yolov4_config.cpython-38.pyc │ └── yolov4_config.py ├── eval │ ├── __pycache__ │ │ ├── evaluator.cpython-36.pyc │ │ ├── evaluator.cpython-38.pyc │ │ ├── voc_eval.cpython-36.pyc │ │ └── voc_eval.cpython-38.pyc │ ├── cocoapi_evaluator.py │ ├── evaluator.py │ └── voc_eval.py ├── eval_coco.py ├── eval_voc.py ├── model │ ├── YOLOv4.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── YOLOv4.cpython-36.pyc │ │ ├── YOLOv4.cpython-38.pyc │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── build_model.cpython-36.pyc │ │ └── build_model.cpython-38.pyc │ ├── backbones │ │ ├── CSPDarknet53.py │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── CSPDarknet53.cpython-36.pyc │ │ │ ├── CSPDarknet53.cpython-38.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── mobilenetv2.cpython-36.pyc │ │ │ ├── mobilenetv2.cpython-38.pyc │ │ │ ├── mobilenetv3.cpython-36.pyc │ │ │ └── mobilenetv3.cpython-38.pyc │ │ ├── mobilenetv2.py │ │ ├── mobilenetv3.py │ │ └── resnet50.py │ ├── build_model.py │ ├── head │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── yolo_head.cpython-36.pyc │ │ │ └── yolo_head.cpython-38.pyc │ │ └── yolo_head.py │ ├── layers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── attention_layers.cpython-36.pyc │ │ │ └── attention_layers.cpython-38.pyc │ │ ├── activate.py │ │ ├── attention_layers.py │ │ ├── blocks_module.py │ │ ├── conv_module.py │ │ ├── global_context_block.py │ │ └── learnable_semantic_fusion.py │ └── loss │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── yolo_loss.cpython-36.pyc │ │ └── yolo_loss.cpython-38.pyc │ │ └── yolo_loss.py ├── pruning.py ├── random │ ├── 01_random_moco0102.sh │ ├── 02_random_moco0304.sh │ ├── 03_random_moco0506.sh │ ├── 04_random_moco0708.sh │ ├── 05_random_moco0910.sh │ ├── 06_random_moco1112.sh │ ├── 07_random_moco131415.sh │ └── 08_random_moco161718.sh ├── requirements.txt ├── test.py ├── train.py ├── train_imp.py ├── train_imp_eval.py ├── train_random.py ├── train_transfer.py ├── utils │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── cosine_lr_scheduler.cpython-38.pyc │ │ ├── data_augment.cpython-36.pyc │ │ ├── data_augment.cpython-38.pyc │ │ ├── datasets.cpython-36.pyc │ │ ├── datasets.cpython-38.pyc │ │ ├── gpu.cpython-36.pyc │ │ ├── gpu.cpython-38.pyc │ │ ├── heatmap.cpython-36.pyc │ │ ├── heatmap.cpython-38.pyc │ │ ├── log.cpython-38.pyc │ │ ├── tools.cpython-36.pyc │ │ ├── tools.cpython-38.pyc │ │ ├── visualize.cpython-36.pyc │ │ └── visualize.cpython-38.pyc │ ├── coco.py │ ├── coco_to_voc.py │ ├── cocodataset.py │ ├── cosine_lr_scheduler.py │ ├── data_augment.py │ ├── datasets.py │ ├── datasets_coco.py │ ├── flops_counter.py │ ├── get_gt_txt.py │ ├── get_map.py │ ├── gpu.py │ ├── heatmap.py │ ├── imshowAtt.py │ ├── kmeans.py │ ├── log.py │ ├── modelsize.py │ ├── tools.py │ ├── torch_utils.py │ ├── utils.py │ ├── visualize.py │ ├── voc.py │ └── xml_to_txt.py └── video_test.py ├── Figs ├── Teaser.png ├── cls.png ├── dense.png ├── mask.png └── transfer.png ├── MoCo ├── .github │ ├── CODE_OF_CONDUCT.md │ └── CONTRIBUTING.md ├── LICENSE ├── README.md ├── detection │ ├── README.md │ ├── configs │ │ ├── Base-RCNN-C4-BN.yaml │ │ ├── coco_R_50_C4_2x.yaml │ │ ├── coco_R_50_C4_2x_moco.yaml │ │ ├── pascal_voc_R_50_C4_24k.yaml │ │ └── pascal_voc_R_50_C4_24k_moco.yaml │ ├── convert-pretrain-to-detectron2.py │ └── train_net.py ├── main_lincls.py ├── main_moco.py ├── main_moco_imp.py ├── moco │ ├── __init__.py │ ├── builder.py │ └── loader.py └── utils.py ├── README.md ├── Segmentation ├── README.md ├── args.py ├── datasets │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── cityscapes.cpython-36.pyc │ │ └── voc.cpython-36.pyc │ ├── cityscapes.py │ ├── data │ │ └── train_aug.txt │ ├── utils.py │ └── voc.py ├── main.py ├── main_imp_imagenet.py ├── main_imp_moco.py ├── main_imp_simclr.py ├── main_transfer_imagenet.py ├── main_transfer_moco.py ├── main_transfer_simclr.py ├── metrics │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── stream_metrics.cpython-36.pyc │ └── stream_metrics.py ├── network │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── _deeplab.cpython-36.pyc │ │ ├── _deeplab.cpython-37.pyc │ │ ├── modeling.cpython-36.pyc │ │ ├── modeling.cpython-37.pyc │ │ ├── utils.cpython-36.pyc │ │ └── utils.cpython-37.pyc │ ├── _deeplab.py │ ├── backbone │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── mobilenetv2.cpython-36.pyc │ │ │ ├── mobilenetv2.cpython-37.pyc │ │ │ ├── resnet.cpython-36.pyc │ │ │ └── resnet.cpython-37.pyc │ │ ├── mobilenetv2.py │ │ └── resnet.py │ ├── modeling.py │ └── utils.py ├── pruning.py ├── sh │ ├── imp_imagenet.sh │ ├── imp_moco.sh │ ├── imp_simclr.sh │ ├── transfer_imagenet.sh │ ├── transfer_moco.sh │ └── transfer_simclr.sh ├── simclr_pruning.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── ext_transforms.cpython-36.pyc │ ├── loss.cpython-36.pyc │ ├── scheduler.cpython-36.pyc │ ├── utils.cpython-36.pyc │ ├── utils.cpython-37.pyc │ ├── visualizer.cpython-36.pyc │ └── visualizer.cpython-37.pyc │ ├── ext_transforms.py │ ├── loss.py │ ├── scheduler.py │ ├── utils.py │ └── visualizer.py ├── SimCLR ├── args.py ├── main.py ├── optimizer │ └── lars.py ├── pruning.py ├── train.py └── utils.py ├── dataset.py ├── main_eval_downstream.py ├── main_eval_visda.py ├── main_imp_downstream.py ├── main_imp_imagenet.py ├── main_imp_visda.py ├── models └── resnet.py ├── pruning_utils.py ├── utils.py └── visda2017.py /Detection/.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VITA-Group/CV_LTH_Pre-training/HEAD/Detection/.gitattributes -------------------------------------------------------------------------------- /Detection/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VITA-Group/CV_LTH_Pre-training/HEAD/Detection/README.md -------------------------------------------------------------------------------- /Detection/TicketSH/imp_imagenet.sh: 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