├── .gitignore ├── LICENSE ├── README.md ├── asset └── teaser.png ├── selection ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── .style.yapf ├── LICENSE ├── MANIFEST.in ├── README.md ├── configs │ ├── benchmarks │ │ ├── classification │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ ├── cifar10.py │ │ │ │ │ ├── imagenet.py │ │ │ │ │ ├── inaturalist2018.py │ │ │ │ │ ├── pathmnist.py │ │ │ │ │ └── places205.py │ │ │ │ ├── default_runtime.py │ │ │ │ ├── models │ │ │ │ │ ├── resnet50.py │ │ │ │ │ ├── resnet50_multihead.py │ │ │ │ │ └── vit-small-p16.py │ │ │ │ └── schedules │ │ │ │ │ ├── lars_coslr-90e.py │ │ │ │ │ ├── sgd_coslr-100e.py │ │ │ │ │ └── sgd_steplr-100e.py │ │ │ ├── cifar │ │ │ │ ├── cifar10.py │ │ │ │ ├── cifar10lt.py │ │ │ │ └── resnet50_8xb128-steplr-350e_cifar10.py │ │ │ ├── imagenet │ │ │ │ ├── imagenet_10percent │ │ │ │ │ ├── resnet50-sobel_4xb64-steplr1e-2-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-1-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-2-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-3-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-1-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-2-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-3-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head1_4xb64-steplr1e-1-20e_in1k-10pct.py │ │ │ │ │ ├── resnet50_head1_4xb64-steplr1e-2-20e_in1k-10pct.py │ │ │ │ │ └── resnet50_head1_4xb64-steplr1e-3-20e_in1k-10pct.py │ │ │ │ ├── imagenet_1percent │ │ │ │ │ ├── resnet50-sobel_4xb64-steplr1e-2-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-1-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-2-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head100_4xb64-steplr1e-3-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-1-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-2-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head10_4xb64-steplr1e-3-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head1_4xb64-steplr1e-1-20e_in1k-1pct.py │ │ │ │ │ ├── resnet50_head1_4xb64-steplr1e-2-20e_in1k-1pct.py │ │ │ │ │ └── resnet50_head1_4xb64-steplr1e-3-20e_in1k-1pct.py │ │ │ │ ├── inlt.py │ │ │ │ ├── resnet50-nofrz_8xb32-steplr-90e_in1k.py │ │ │ │ ├── resnet50-sobel_8xb32-steplr-100e_in1k.py │ │ │ │ ├── resnet50-sobel_mhead_8xb32-steplr-90e_in1k.py │ │ │ │ ├── resnet50_8xb32-coslr-100e_in1k.py │ │ │ │ ├── resnet50_8xb32-steplr-100e_in1k.py │ │ │ │ ├── resnet50_8xb512-coslr-90e_in1k.py │ │ │ │ ├── resnet50_mhead_8xb32-steplr-90e_in1k.py │ │ │ │ └── vit-small-p16_8xb128-coslr-90e_in1k.py │ │ │ ├── inaturalist2018 │ │ │ │ ├── resnet50-sobel_mhead_8xb32-steplr-84e_inat18.py │ │ │ │ └── resnet50_mhead_8xb32-steplr-84e_inat18.py │ │ │ ├── medmnist │ │ │ │ ├── bloodmnist.py │ │ │ │ ├── breastmnist.py │ │ │ │ ├── dermamnist.py │ │ │ │ ├── octmnist.py │ │ │ │ ├── organamnist.py │ │ │ │ ├── pathmnist.py │ │ │ │ ├── pneumoniamnist.py │ │ │ │ └── tissuemnist.py │ │ │ ├── pathmnist │ │ │ │ └── resnet50_1xb128-steplr-100e_path.py │ │ │ ├── places205 │ │ │ │ ├── resnet50-sobel_mhead_8xb32-steplr-28e_places205.py │ │ │ │ └── resnet50_mhead_8xb32-steplr-28e_places205.py │ │ │ ├── svm_voc07.py │ │ │ └── tsne_imagenet.py │ │ ├── detectron2 │ │ │ ├── Base-Keypoint-RCNN-FPN.yaml │ │ │ ├── Base-RCNN-C4-BN.yaml │ │ │ ├── Base-RCNN-FPN.yaml │ │ │ ├── Base-RetinaNet.yaml │ │ │ ├── Cityscapes │ │ │ │ ├── mask_rcnn_R_50_FPN.yaml │ │ │ │ └── mask_rcnn_R_50_FPN_moco.yaml │ │ │ ├── coco_R_50_C4_1x.yaml │ │ │ ├── coco_R_50_C4_1x_moco.yaml │ │ │ ├── coco_R_50_C4_2x.yaml │ │ │ ├── coco_R_50_C4_2x_moco.yaml │ │ │ ├── coco_R_50_FPN_1x.yaml │ │ │ ├── coco_R_50_FPN_1x_moco.yaml │ │ │ ├── coco_R_50_FPN_2x.yaml │ │ │ ├── coco_R_50_FPN_2x_moco.yaml │ │ │ ├── coco_R_50_RetinaNet_1x.yaml │ │ │ ├── coco_R_50_RetinaNet_1x_moco.yaml │ │ │ ├── coco_R_50_RetinaNet_2x.yaml │ │ │ ├── coco_R_50_RetinaNet_2x_moco.yaml │ │ │ ├── keypoint_rcnn_R_50_FPN_2x.yaml │ │ │ ├── keypoint_rcnn_R_50_FPN_2x_moco.yaml │ │ │ ├── pascal_voc_R_50_C4_24k.yaml │ │ │ └── pascal_voc_R_50_C4_24k_moco.yaml │ │ ├── mmdetection │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ ├── coco_instance.py │ │ │ │ │ └── voc0712.py │ │ │ │ ├── default_runtime.py │ │ │ │ ├── models │ │ │ │ │ ├── faster_rcnn_r50_c4.py │ │ │ │ │ ├── mask_rcnn_r50_c4.py │ │ │ │ │ └── mask_rcnn_r50_fpn.py │ │ │ │ └── schedules │ │ │ │ │ ├── schedule_1x.py │ │ │ │ │ ├── schedule_24k.py │ │ │ │ │ └── schedule_2x.py │ │ │ ├── coco │ │ │ │ ├── mask_rcnn_r50_c4_mstrain_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_c4_mstrain_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_mstrain_1x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_mstrain_2x_coco.py │ │ │ └── voc0712 │ │ │ │ └── faster_rcnn_r50_c4_mstrain_24k_voc0712.py │ │ └── mmsegmentation │ │ │ ├── _base_ │ │ │ ├── datasets │ │ │ │ ├── cityscapes.py │ │ │ │ ├── cityscapes_769x769.py │ │ │ │ ├── pascal_voc12.py │ │ │ │ └── pascal_voc12_aug.py │ │ │ ├── default_runtime.py │ │ │ ├── models │ │ │ │ └── fcn_r50-d8.py │ │ │ └── schedules │ │ │ │ ├── schedule_20k.py │ │ │ │ └── schedule_40k.py │ │ │ ├── cityscapes │ │ │ └── fcn_r50-d8_769x769_40k_cityscapes.py │ │ │ └── voc12aug │ │ │ └── fcn_r50-d8_512x512_20k_voc12aug.py │ └── selfsup │ │ ├── _base_ │ │ ├── datasets │ │ │ ├── cifar │ │ │ │ ├── cifar10_simclr.py │ │ │ │ └── cifar10lt_simclr.py │ │ │ ├── imagenet_byol.py │ │ │ ├── imagenet_deepcluster.py │ │ │ ├── imagenet_mocov1.py │ │ │ ├── imagenet_mocov2.py │ │ │ ├── imagenet_mocov3.py │ │ │ ├── imagenet_npid.py │ │ │ ├── imagenet_odc.py │ │ │ ├── imagenet_relative-loc.py │ │ │ ├── imagenet_rotation-pred.py │ │ │ ├── imagenet_simclr.py │ │ │ ├── imagenet_swav_mcrop-2-6.py │ │ │ ├── imagenetlt_mocov2.py │ │ │ ├── imagenetlt_simclr.py │ │ │ └── medmnist │ │ │ │ ├── bloodmnist_simclr.py │ │ │ │ ├── breastmnist_simclr.py │ │ │ │ ├── dermamnist_simclr.py │ │ │ │ ├── octmnist_simclr.py │ │ │ │ ├── organamnist_simclr.py │ │ │ │ ├── pathmnist_mocov3.py │ │ │ │ ├── pathmnist_simclr.py │ │ │ │ └── pneumoniamnist_simclr.py │ │ ├── default_runtime.py │ │ ├── moco_runtime.py │ │ ├── models │ │ │ ├── byol.py │ │ │ ├── deepcluster.py │ │ │ ├── densecl.py │ │ │ ├── mocov1.py │ │ │ ├── mocov2.py │ │ │ ├── mocov3_vit-small-p16.py │ │ │ ├── npid.py │ │ │ ├── odc.py │ │ │ ├── relative-loc.py │ │ │ ├── rotation-pred.py │ │ │ ├── simclr.py │ │ │ ├── simsiam.py │ │ │ └── swav.py │ │ ├── schedules │ │ │ ├── adamw_coslr-300e_in1k.py │ │ │ ├── lars_coslr-200e_in1k.py │ │ │ ├── sgd_coslr-200e_in1k.py │ │ │ └── sgd_steplr-200e_in1k.py │ │ └── simclr_runtime.py │ │ ├── byol │ │ ├── README.md │ │ ├── byol_resnet50_8xb256-fp16-accum2-coslr-100e_in1k.py │ │ ├── byol_resnet50_8xb256-fp16-accum2-coslr-200e_in1k.py │ │ ├── byol_resnet50_8xb256-fp16-accum2-coslr-300e_in1k.py │ │ ├── byol_resnet50_8xb32-accum16-coslr-100e_in1k.py │ │ ├── byol_resnet50_8xb32-accum16-coslr-200e_in1k.py │ │ ├── byol_resnet50_8xb32-accum16-coslr-300e_in1k.py │ │ └── metafile.yml │ │ ├── deepcluster │ │ ├── README.md │ │ ├── deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k.py │ │ ├── deepcluster_resnet50_8xb64-steplr-200e_in1k.py │ │ └── metafile.yml │ │ ├── densecl │ │ ├── README.md │ │ ├── densecl_resnet50_8xb32-coslr-200e_in1k.py │ │ └── metafile.yml │ │ ├── mocov1 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── mocov1_resnet50_8xb32-fp16-steplr-200e_in1k.py │ │ └── mocov1_resnet50_8xb32-steplr-200e_in1k.py │ │ ├── mocov2 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── mocov2_resnet50_1xb4096-coslr-100e_organa_wo_repeat.py │ │ ├── mocov2_resnet50_1xb4096-coslr-200e_blood.py │ │ ├── mocov2_resnet50_1xb4096-coslr-200e_derma.py │ │ ├── mocov2_resnet50_1xb4096-coslr-200e_organa.py │ │ ├── mocov2_resnet50_1xb4096-coslr-200e_path.py │ │ ├── mocov2_resnet50_1xb512-coslr-200e_cifar10.py │ │ ├── mocov2_resnet50_1xb512-coslr-800e_cifar10.py │ │ ├── mocov2_resnet50_1xb512-coslr-800e_cifar10lt.py │ │ └── mocov2_resnet50_8xb32-coslr-200e_in1k.py │ │ ├── mocov3 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224.py │ │ └── mocov3_vit-small-p16_4xb2048-fp16-coslr-300e_path-28.py │ │ ├── npid │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── npid-ensure-neg_resnet50_8xb32-steplr-200e_in1k.py │ │ └── npid_resnet50_8xb32-steplr-200e_in1k.py │ │ ├── odc │ │ ├── README.md │ │ ├── metafile.yml │ │ └── odc_resnet50_8xb64-steplr-440e_in1k.py │ │ ├── relative_loc │ │ ├── README.md │ │ ├── metafile.yml │ │ └── relative-loc_resnet50_8xb64-steplr-70e_in1k.py │ │ ├── rotation_pred │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── rotation-pred_resnet50_8xb16-fp16-steplr-70e_in1k.py │ │ └── rotation-pred_resnet50_8xb16-steplr-70e_in1k.py │ │ ├── simclr │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── simclr_resnet50_2xb2048-coslr-200e_blood.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_blood_fp16_dynamic.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_breast.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_derma.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_derma_fp16_dynamic.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_organa.py │ │ ├── simclr_resnet50_2xb2048-coslr-200e_path.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_blood.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_breast.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_derma.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_oct.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_organa.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_path.py │ │ ├── simclr_resnet50_4xb1024-coslr-200e_pneumonia.py │ │ ├── simclr_resnet50_4xb1024_t0.05-coslr-200e_path.py │ │ ├── simclr_resnet50_4xb1024_t0.2-coslr-200e_path.py │ │ ├── simclr_resnet50_4xb1024_t0.3-coslr-200e_path.py │ │ ├── simclr_resnet50_4xb128-coslr-200e_inlt.py │ │ ├── simclr_resnet50_4xb64-coslr-200e_in1k.py │ │ ├── simclr_resnet50_8xb32-coslr-200e_in1k.py │ │ └── simclr_resnet50_8xb64-coslr-200e_in1k.py │ │ ├── simsiam │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── simsiam_resnet50_8xb32-coslr-100e_in1k.py │ │ └── simsiam_resnet50_8xb32-coslr-200e_in1k.py │ │ └── swav │ │ ├── README.md │ │ ├── metafile.yml │ │ └── swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96.py ├── docker │ └── Dockerfile ├── docs │ ├── en │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── image │ │ │ │ └── logo.png │ │ ├── algorithms │ │ │ ├── byol.md │ │ │ ├── deep.md │ │ │ ├── dense.md │ │ │ ├── moco.md │ │ │ ├── npid.md │ │ │ ├── odc.md │ │ │ ├── rl.md │ │ │ ├── rp.md │ │ │ ├── simclr.md │ │ │ ├── ss.md │ │ │ └── swav.md │ │ ├── api.rst │ │ ├── changelog.md │ │ ├── community │ │ │ └── CONTRIBUTING.md │ │ ├── compatibility.md │ │ ├── conf.py │ │ ├── getting_started.md │ │ ├── index.rst │ │ ├── install.md │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── prepare_data.md │ │ ├── switch_language.md │ │ └── tutorials │ │ │ ├── 0_config.md │ │ │ ├── 1_new_dataset.md │ │ │ ├── 2_data_pipeline.md │ │ │ ├── 3_new_module.md │ │ │ ├── 4_schedule.md │ │ │ ├── 5_runtime.md │ │ │ └── 6_benchmarks.md │ └── zh_cn │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── image │ │ │ └── logo.png │ │ ├── algorithms │ │ ├── byol.md │ │ ├── deep.md │ │ ├── dense.md │ │ ├── moco.md │ │ ├── npid.md │ │ ├── odc.md │ │ ├── rl.md │ │ ├── rp.md │ │ ├── simclr.md │ │ ├── ss.md │ │ └── swav.md │ │ ├── api.rst │ │ ├── changelog.md │ │ ├── community │ │ └── CONTRIBUTING.md │ │ ├── compatibility.md │ │ ├── conf.py │ │ ├── getting_started.md │ │ ├── index.rst │ │ ├── install.md │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── prepare_data.md │ │ ├── switch_language.md │ │ └── tutorials │ │ ├── 0_config.md │ │ ├── 1_new_dataset.md │ │ ├── 2_data_pipeline.md │ │ ├── 3_new_module.md │ │ ├── 4_schedule.md │ │ ├── 5_runtime.md │ │ └── 6_benchmarks.md ├── mmselfsup │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ ├── deepcluster_hook.py │ │ │ ├── densecl_hook.py │ │ │ ├── infonce_hook.py │ │ │ ├── momentum_update_hook.py │ │ │ ├── odc_hook.py │ │ │ ├── optimizer_hook.py │ │ │ ├── simsiam_hook.py │ │ │ └── swav_hook.py │ │ └── optimizer │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── constructor.py │ │ │ └── optimizers.py │ ├── datasets │ │ ├── __init__.py │ │ ├── base.py │ │ ├── builder.py │ │ ├── data_sources │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── cifar.py │ │ │ ├── image_list.py │ │ │ ├── imagenet.py │ │ │ └── medmnist.py │ │ ├── dataset_wrappers.py │ │ ├── deepcluster.py │ │ ├── multi_view.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ └── transforms.py │ │ ├── relative_loc.py │ │ ├── rotation_pred.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── distributed_sampler.py │ │ │ └── group_sampler.py │ │ ├── single_view.py │ │ └── utils.py │ ├── models │ │ ├── __init__.py │ │ ├── algorithms │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── byol.py │ │ │ ├── classification.py │ │ │ ├── deepcluster.py │ │ │ ├── densecl.py │ │ │ ├── moco.py │ │ │ ├── mocov3.py │ │ │ ├── npid.py │ │ │ ├── odc.py │ │ │ ├── relative_loc.py │ │ │ ├── rotation_pred.py │ │ │ ├── simclr.py │ │ │ ├── simsiam.py │ │ │ └── swav.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ └── vision_transformer.py │ │ ├── builder.py │ │ ├── heads │ │ │ ├── __init__.py │ │ │ ├── cls_head.py │ │ │ ├── contrastive_head.py │ │ │ ├── latent_pred_head.py │ │ │ ├── mocov3_head.py │ │ │ ├── multi_cls_head.py │ │ │ └── swav_head.py │ │ ├── memories │ │ │ ├── __init__.py │ │ │ ├── odc_memory.py │ │ │ └── simple_memory.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── avgpool2d_neck.py │ │ │ ├── densecl_neck.py │ │ │ ├── linear_neck.py │ │ │ ├── mocov2_neck.py │ │ │ ├── nonlinear_neck.py │ │ │ ├── odc_neck.py │ │ │ ├── relative_loc_neck.py │ │ │ └── swav_neck.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── extract_process.py │ │ │ ├── gather_layer.py │ │ │ ├── multi_pooling.py │ │ │ ├── multi_prototypes.py │ │ │ ├── position_embedding.py │ │ │ ├── res_layer.py │ │ │ └── sobel.py │ ├── utils │ │ ├── __init__.py │ │ ├── alias_multinomial.py │ │ ├── batch_shuffle.py │ │ ├── clustering.py │ │ ├── collect.py │ │ ├── collect_env.py │ │ ├── distributed_sinkhorn.py │ │ ├── extractor.py │ │ ├── gather.py │ │ ├── logger.py │ │ ├── misc.py │ │ ├── setup_env.py │ │ └── test_helper.py │ └── version.py ├── model-index.yml ├── requirements.txt ├── requirements │ ├── docs.txt │ ├── mminstall.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt ├── resources │ ├── mmselfsup_logo.png │ ├── qq_group_qrcode.jpg │ ├── weixin_qrcode.jpeg │ ├── xiaozhushou_weixin_qrcode.jpeg │ └── zhihu_qrcode.jpg ├── setup.cfg ├── setup.py ├── tests │ ├── data │ │ ├── color.jpg │ │ ├── data_list.txt │ │ └── gray.jpg │ ├── test_data │ │ ├── test_data_sources │ │ │ ├── test_common.py │ │ │ ├── test_image_list.py │ │ │ └── test_imagenet.py │ │ ├── test_datasets │ │ │ ├── test_builder.py │ │ │ ├── test_dataset_wrapper.py │ │ │ ├── test_deepcluster_dataset.py │ │ │ ├── test_multiview_dataset.py │ │ │ ├── test_relative_loc_dataset.py │ │ │ ├── test_rotation_pred_dataset.py │ │ │ └── test_singleview_dataset.py │ │ ├── test_pipelines.py │ │ └── test_utils.py │ ├── test_metrics │ │ └── test_accuracy.py │ ├── test_models │ │ ├── test_algorithms │ │ │ ├── test_byol.py │ │ │ ├── test_classification.py │ │ │ ├── test_deepcluster.py │ │ │ ├── test_densecl.py │ │ │ ├── test_moco.py │ │ │ ├── test_mocov3.py │ │ │ ├── test_npid.py │ │ │ ├── test_odc.py │ │ │ ├── test_relative_loc.py │ │ │ ├── test_rotation_pred.py │ │ │ ├── test_simclr.py │ │ │ ├── test_simsiam.py │ │ │ └── test_swav.py │ │ ├── test_backbones │ │ │ ├── test_resnet.py │ │ │ ├── test_resnext.py │ │ │ └── test_vision_transformer.py │ │ ├── test_heads.py │ │ ├── test_necks │ │ │ ├── test_avgpool_neck.py │ │ │ ├── test_densecl_neck.py │ │ │ ├── test_linear_neck.py │ │ │ ├── test_mocov2_neck.py │ │ │ ├── test_nonlinear_neck.py │ │ │ ├── test_odc_neck.py │ │ │ ├── test_relative_loc_neck.py │ │ │ └── test_swav_neck.py │ │ └── test_utils │ │ │ ├── test_multi_pooling.py │ │ │ ├── test_multi_prototypes.py │ │ │ └── test_sobel.py │ ├── test_runtime │ │ ├── test_extract_process.py │ │ ├── test_extractor.py │ │ └── test_hooks │ │ │ ├── test_byol_hook.py │ │ │ ├── test_deepcluster_hook.py │ │ │ ├── test_densecl_hook.py │ │ │ ├── test_optimizer_hook.py │ │ │ ├── test_simsiam_hook.py │ │ │ └── test_swav_hook.py │ └── test_utils │ │ ├── test_alias_multinomial.py │ │ ├── test_clustering.py │ │ ├── test_misc.py │ │ ├── test_setup_env.py │ │ ├── test_test_helper.py │ │ └── test_version_utils.py └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── cifar10lt_montage.py │ ├── compare_series.py │ ├── count_class.py │ ├── count_parameters.py │ ├── histogram.py │ ├── medmnist_montage.py │ ├── visualize_cartography.py │ ├── visualize_distribution.py │ ├── visualize_tsne.py │ └── visualize_umap.py │ ├── benchmarks │ ├── classification │ │ ├── README.md │ │ ├── dist_train_linear.sh │ │ ├── dist_train_semi.sh │ │ ├── slurm_train_linear.sh │ │ ├── slurm_train_semi.sh │ │ └── svm_voc07 │ │ │ ├── dist_extract.sh │ │ │ ├── dist_test_svm_epoch.sh │ │ │ ├── dist_test_svm_pretrain.sh │ │ │ ├── extract.py │ │ │ ├── slurm_extract.sh │ │ │ ├── slurm_test_svm_epoch.sh │ │ │ ├── slurm_test_svm_pretrain.sh │ │ │ └── tools │ │ │ ├── aggregate_low_shot_svm_stats.py │ │ │ ├── eval_svm_full.sh │ │ │ ├── eval_svm_lowshot.sh │ │ │ ├── svm_helper.py │ │ │ ├── test_svm.py │ │ │ ├── test_svm_low_shot.py │ │ │ ├── train_svm_kfold.py │ │ │ ├── train_svm_kfold_parallel.py │ │ │ ├── train_svm_low_shot.py │ │ │ └── train_svm_low_shot_parallel.py │ ├── detectron2 │ │ ├── README.md │ │ ├── convert-pretrain-to-detectron2.py │ │ ├── run.sh │ │ ├── slurm_run.sh │ │ └── train_net.py │ ├── mmdetection │ │ ├── README.md │ │ ├── mim_dist_train_c4.sh │ │ ├── mim_dist_train_fpn.sh │ │ ├── mim_slurm_train_c4.sh │ │ ├── mim_slurm_train_fpn.sh │ │ └── res_layer_extra_norm.py │ └── mmsegmentation │ │ ├── README.md │ │ ├── mim_dist_train.sh │ │ └── mim_slurm_train.sh │ ├── cifar_postprocess.sh │ ├── cifar_pretrain.sh │ ├── data_converters │ ├── convert_imagenet_subsets.py │ ├── convert_inaturalist.py │ ├── create_voc_data_files.py │ ├── create_voc_low_shot_challenge_samples.py │ ├── prepare_voc07_cls.sh │ └── save_medmnist_images.py │ ├── data_selection │ └── select_cartography.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── medmnist_postprocess.sh │ ├── medmnist_pretrain.sh │ ├── medmnist_umap_plot.sh │ ├── misc │ └── print_config.py │ ├── model_converters │ ├── extract_backbone_weights.py │ └── publish_model.py │ ├── selected_data_copy_helper.sh │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ └── train.py └── training ├── LICENSE ├── README.md ├── medmnist_active_selection ├── README.md ├── config.py ├── dataset_without_pytorch.py ├── hg.sh ├── idx │ ├── bloodmnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── breastmnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy │ ├── cifar10 │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── cifar10lt │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── cifar10lt_rho100_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── dermamnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── octmnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy │ ├── organamnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── pathmnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ └── pneumoniamnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy ├── install.sh ├── main.py ├── requirements.txt ├── run.sh ├── segmentation_models │ ├── __init__.py │ ├── __version__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── backbones_factory.py │ │ ├── inception_resnet_v2.py │ │ └── inception_v3.py │ ├── base │ │ ├── __init__.py │ │ ├── functional.py │ │ └── objects.py │ ├── losses.py │ ├── metrics.py │ ├── models │ │ ├── __init__.py │ │ ├── _common_blocks.py │ │ ├── _utils.py │ │ ├── fpn.py │ │ ├── linknet.py │ │ ├── pspnet.py │ │ └── unet.py │ └── utils.py └── utils.py ├── medmnist_random_selection ├── README.md ├── config.py ├── dataset_without_pytorch.py ├── hg.sh ├── install.sh ├── main.py ├── requirements.txt ├── run.sh ├── segmentation_models │ ├── __init__.py │ ├── __version__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── backbones_factory.py │ │ ├── inception_resnet_v2.py │ │ └── inception_v3.py │ ├── base │ │ ├── __init__.py │ │ ├── functional.py │ │ └── objects.py │ ├── losses.py │ ├── metrics.py │ ├── models │ │ ├── __init__.py │ │ ├── _common_blocks.py │ │ ├── _utils.py │ │ ├── fpn.py │ │ ├── linknet.py │ │ ├── pspnet.py │ │ └── unet.py │ └── utils.py └── utils.py ├── medmnist_uniform_active_selection ├── config.py ├── dataset_without_pytorch.py ├── hg.sh ├── idx │ ├── bloodmnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── breastmnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy │ ├── cifar10 │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── cifar10lt │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── cifar10lt_rho100_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── dermamnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── octmnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy │ ├── organamnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ ├── pathmnist │ │ ├── ambiguous_idx.npy │ │ ├── bald_idx.npy │ │ ├── consistency_idx.npy │ │ ├── coreset_idx.npy │ │ ├── easy_idx.npy │ │ ├── gt_ambiguous_idx.npy │ │ ├── gt_easy_idx.npy │ │ ├── gt_hard_idx.npy │ │ ├── hard_idx.npy │ │ ├── margin_idx.npy │ │ ├── uncertainty_idx.npy │ │ └── vaal_idx.npy │ └── pneumoniamnist │ │ ├── ambiguous_idx.npy │ │ ├── easy_idx.npy │ │ └── hard_idx.npy ├── install.sh ├── main.py ├── run.sh ├── segmentation_models │ ├── __init__.py │ ├── __version__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── backbones_factory.py │ │ ├── inception_resnet_v2.py │ │ └── inception_v3.py │ ├── base │ │ ├── __init__.py │ │ ├── functional.py │ │ └── objects.py │ ├── losses.py │ ├── metrics.py │ ├── models │ │ ├── __init__.py │ │ ├── _common_blocks.py │ │ ├── _utils.py │ │ ├── fpn.py │ │ ├── linknet.py │ │ ├── pspnet.py │ │ └── unet.py │ └── utils.py └── utils.py └── medmnist_uniform_random_selection ├── README.md ├── config.py ├── dataset_without_pytorch.py ├── hg.sh ├── install.sh ├── main.py ├── run.sh ├── segmentation_models ├── Icon ├── __init__.py ├── __version__.py ├── backbones │ ├── Icon │ ├── __init__.py │ ├── backbones_factory.py │ ├── inception_resnet_v2.py │ └── inception_v3.py ├── 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