├── .gitignore ├── README.md ├── classification ├── .gitignore ├── flops_counter.py ├── imagenet.py ├── imagenet_fast.py ├── imagenet_mobile.py ├── imagenet_mobile.py.bak ├── models │ ├── imagenet │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── common_head.py │ │ ├── resnet_bam.py │ │ ├── resnet_cbam.py │ │ ├── resnet_old.py │ │ ├── resnet_se.py │ │ ├── resnet_sge.py │ │ ├── resnet_sk.py │ │ ├── resnet_ws.py │ │ ├── shufflenetv2.py │ │ ├── shufflenetv2_bng2.py │ │ ├── shufflenetv2_gl4gbn.py │ │ └── shufflenetv2_se.py │ └── layers.py ├── pretrain_test.md ├── train.md └── utils │ ├── __init__.py │ ├── eval.py │ ├── images │ ├── cifar.png │ └── imagenet.png │ ├── logger.py │ ├── misc.py │ ├── progress │ ├── .gitignore │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.rst │ ├── demo.gif │ ├── progress │ │ ├── __init__.py │ │ ├── bar.py │ │ ├── counter.py │ │ ├── helpers.py │ │ └── spinner.py │ ├── setup.py │ └── test_progress.py │ └── visualize.py ├── detection ├── .eggs │ ├── README.txt │ └── pytest_runner-5.1-py3.6.egg │ │ ├── EGG-INFO │ │ ├── LICENSE │ │ ├── PKG-INFO │ │ ├── RECORD │ │ ├── WHEEL │ │ ├── entry_points.txt │ │ ├── requires.txt │ │ └── top_level.txt │ │ └── ptr.py ├── .gitignore ├── INSTALL.md ├── README.md ├── compile.sh ├── local_configs │ ├── __pycache__ │ │ ├── cascade_rcnn_r101_fpn_20e_pretrain_bnss5v_resnet101.cpython-36.pyc │ │ ├── cascade_rcnn_r101_fpn_2x.cpython-36.pyc │ │ ├── cascade_rcnn_r50_fpn_1x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── cascade_rcnn_r50_fpn_20e.cpython-36.pyc │ │ ├── cascade_rcnn_r50_fpn_20e_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── faster_rcnn_r101_fpn_2x.cpython-36.pyc │ │ ├── faster_rcnn_r101_fpn_2x_pretrain_bnss5v_resnet101.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_addbottlenecksge64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_addbottlenecksge64_frozen0.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_addfpnfinal64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_addstage64_fpnfinal64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_addstagesge64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_1x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x_addbottleneck64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x_addstagesge64.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x_pretrain_gn4v_resnet50.cpython-36.pyc │ │ ├── faster_rcnn_r50_fpn_2x_pretrain_se_resnet50.cpython-36.pyc │ │ ├── mask_rcnn_r101_fpn_2x.cpython-36.pyc │ │ ├── mask_rcnn_r101_fpn_2x_pretrain_bnss5v_resnet101.cpython-36.pyc │ │ ├── mask_rcnn_r50_fpn_1x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── mask_rcnn_r50_fpn_2x.cpython-36.pyc │ │ ├── mask_rcnn_r50_fpn_2x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── mask_rcnn_r50_fpn_2x_pretrain_se_resnet50.cpython-36.pyc │ │ ├── retinanet_r101_fpn_2x.cpython-36.pyc │ │ ├── retinanet_r101_fpn_2x_pretrain_bnss5v_resnet101.cpython-36.pyc │ │ ├── retinanet_r101_fpn_2x_pretrain_cbam_resnet101.cpython-36.pyc │ │ ├── retinanet_r101_fpn_2x_pretrain_gc_resnet101.cpython-36.pyc │ │ ├── retinanet_r101_fpn_2x_pretrain_se_resnet101.cpython-36.pyc │ │ ├── retinanet_r50_fpn_1x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_nopre_bnss5v_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_nopre_se_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_bam_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_bnss5v_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_cbam_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_gc_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_se_resnet50.cpython-36.pyc │ │ ├── retinanet_r50_fpn_2x_pretrain_sk_resnet50.cpython-36.pyc │ │ ├── retinanet_x101_32x4d_fpn_1x.cpython-36.pyc │ │ ├── retinanet_x101_32x4d_fpn_2x.cpython-36.pyc │ │ ├── retinanet_x101_64x4d_fpn_1x.cpython-36.pyc │ │ └── ssd512_coco.cpython-36.pyc │ ├── cascade_rcnn_r101_fpn_20e.py │ ├── cascade_rcnn_r101_fpn_20e_pretrain_sge_resnet101.py │ ├── cascade_rcnn_r50_fpn_20e.py │ ├── cascade_rcnn_r50_fpn_20e_pretrain_sge_resnet50.py │ ├── faster_rcnn_r101_fpn_2x.py │ ├── faster_rcnn_r101_fpn_2x_pretrain_sge_resnet101.py │ ├── faster_rcnn_r50_fpn_2x.py │ ├── faster_rcnn_r50_fpn_2x_pretrain_sge_resnet50.py │ ├── mask_rcnn_r101_fpn_2x.py │ ├── mask_rcnn_r101_fpn_2x_pretrain_sge_resnet101.py │ ├── mask_rcnn_r50_fpn_2x.py │ ├── mask_rcnn_r50_fpn_2x_pretrain_sge_resnet50.py │ ├── retinanet_r101_fpn_2x.py │ ├── retinanet_r101_fpn_2x_pretrain_cbam_resnet101.py │ ├── retinanet_r101_fpn_2x_pretrain_gc_resnet101.py │ ├── retinanet_r101_fpn_2x_pretrain_se_resnet101.py │ ├── retinanet_r101_fpn_2x_pretrain_sge_resnet101.py │ ├── retinanet_r50_fpn_2x.py │ ├── retinanet_r50_fpn_2x_pretrain_bam_resnet50.py │ ├── retinanet_r50_fpn_2x_pretrain_cbam_resnet50.py │ ├── retinanet_r50_fpn_2x_pretrain_gc_resnet50.py │ ├── retinanet_r50_fpn_2x_pretrain_se_resnet50.py │ ├── retinanet_r50_fpn_2x_pretrain_sge_resnet50.py │ └── retinanet_r50_fpn_2x_pretrain_sk_resnet50.py ├── mmdet │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── version.cpython-36.pyc │ ├── apis │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── env.cpython-36.pyc │ │ │ ├── inference.cpython-36.pyc │ │ │ └── train.cpython-36.pyc │ │ ├── env.py │ │ ├── inference.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ ├── anchor │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── anchor_generator.cpython-36.pyc │ │ │ │ └── anchor_target.cpython-36.pyc │ │ │ ├── anchor_generator.py │ │ │ └── anchor_target.py │ │ ├── bbox │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── assign_sampling.cpython-36.pyc │ │ │ │ ├── bbox_target.cpython-36.pyc │ │ │ │ ├── geometry.cpython-36.pyc │ │ │ │ └── transforms.cpython-36.pyc │ │ │ ├── assign_sampling.py │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ ├── assign_result.cpython-36.pyc │ │ │ │ │ ├── base_assigner.cpython-36.pyc │ │ │ │ │ └── max_iou_assigner.cpython-36.pyc │ │ │ │ ├── assign_result.py │ │ │ │ ├── base_assigner.py │ │ │ │ └── max_iou_assigner.py │ │ │ ├── bbox_target.py │ │ │ ├── geometry.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ ├── base_sampler.cpython-36.pyc │ │ │ │ │ ├── combined_sampler.cpython-36.pyc │ │ │ │ │ ├── instance_balanced_pos_sampler.cpython-36.pyc │ │ │ │ │ ├── iou_balanced_neg_sampler.cpython-36.pyc │ │ │ │ │ ├── ohem_sampler.cpython-36.pyc │ │ │ │ │ ├── pseudo_sampler.cpython-36.pyc │ │ │ │ │ ├── random_sampler.cpython-36.pyc │ │ │ │ │ └── sampling_result.cpython-36.pyc │ │ │ │ ├── base_sampler.py │ │ │ │ ├── combined_sampler.py │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ └── sampling_result.py │ │ │ └── transforms.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── bbox_overlaps.cpython-36.pyc │ │ │ │ ├── class_names.cpython-36.pyc │ │ │ │ ├── coco_utils.cpython-36.pyc │ │ │ │ ├── eval_hooks.cpython-36.pyc │ │ │ │ ├── mean_ap.cpython-36.pyc │ │ │ │ └── recall.cpython-36.pyc │ │ │ ├── bbox_overlaps.py │ │ │ ├── class_names.py │ │ │ ├── coco_utils.py │ │ │ ├── eval_hooks.py │ │ │ ├── mean_ap.py │ │ │ └── recall.py │ │ ├── loss │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── losses.cpython-36.pyc │ │ │ └── losses.py │ │ ├── mask │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── mask_target.cpython-36.pyc │ │ │ │ └── utils.cpython-36.pyc │ │ │ ├── mask_target.py │ │ │ └── utils.py │ │ ├── post_processing │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── bbox_nms.cpython-36.pyc │ │ │ │ └── merge_augs.cpython-36.pyc │ │ │ ├── bbox_nms.py │ │ │ └── merge_augs.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── dist_utils.cpython-36.pyc │ │ │ └── misc.cpython-36.pyc │ │ │ ├── dist_utils.py │ │ │ └── misc.py │ ├── datasets │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── coco.cpython-36.pyc │ │ │ ├── concat_dataset.cpython-36.pyc │ │ │ ├── custom.cpython-36.pyc │ │ │ ├── extra_aug.cpython-36.pyc │ │ │ ├── repeat_dataset.cpython-36.pyc │ │ │ ├── transforms.cpython-36.pyc │ │ │ ├── utils.cpython-36.pyc │ │ │ ├── voc.cpython-36.pyc │ │ │ └── xml_style.cpython-36.pyc │ │ ├── coco.py │ │ ├── concat_dataset.py │ │ ├── custom.py │ │ ├── extra_aug.py │ │ ├── loader │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── build_loader.cpython-36.pyc │ │ │ │ └── sampler.cpython-36.pyc │ │ │ ├── build_loader.py │ │ │ └── sampler.py │ │ ├── repeat_dataset.py │ │ ├── transforms.py │ │ ├── utils.py │ │ ├── voc.py │ │ └── xml_style.py │ ├── models │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── builder.cpython-36.pyc │ │ │ └── registry.cpython-36.pyc │ │ ├── anchor_heads │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── anchor_head.cpython-36.pyc │ │ │ │ ├── retina_head.cpython-36.pyc │ │ │ │ ├── rpn_head.cpython-36.pyc │ │ │ │ └── ssd_head.cpython-36.pyc │ │ │ ├── anchor_head.py │ │ │ ├── retina_head.py │ │ │ ├── rpn_head.py │ │ │ └── ssd_head.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── resnet.cpython-36.pyc │ │ │ │ ├── resnext.cpython-36.pyc │ │ │ │ └── ssd_vgg.cpython-36.pyc │ │ │ ├── bam.py │ │ │ ├── cbam.py │ │ │ ├── global_context.py │ │ │ ├── resnet.py │ │ │ ├── resnet_bam.py │ │ │ ├── resnet_cbam.py │ │ │ ├── resnet_gc.py │ │ │ ├── resnet_se.py │ │ │ ├── resnet_sge.py │ │ │ ├── resnet_sk.py │ │ │ ├── resnext.py │ │ │ └── ssd_vgg.py │ │ ├── bbox_heads │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── bbox_head.cpython-36.pyc │ │ │ │ └── convfc_bbox_head.cpython-36.pyc │ │ │ ├── bbox_head.py │ │ │ └── convfc_bbox_head.py │ │ ├── builder.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── base.cpython-36.pyc │ │ │ │ ├── cascade_rcnn.cpython-36.pyc │ │ │ │ ├── fast_rcnn.cpython-36.pyc │ │ │ │ ├── faster_rcnn.cpython-36.pyc │ │ │ │ ├── mask_rcnn.cpython-36.pyc │ │ │ │ ├── retinanet.cpython-36.pyc │ │ │ │ ├── rpn.cpython-36.pyc │ │ │ │ ├── single_stage.cpython-36.pyc │ │ │ │ ├── test_mixins.cpython-36.pyc │ │ │ │ └── two_stage.cpython-36.pyc │ │ │ ├── base.py │ │ │ ├── cascade_rcnn.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── mask_rcnn.py │ │ │ ├── retinanet.py │ │ │ ├── rpn.py │ │ │ ├── single_stage.py │ │ │ ├── test_mixins.py │ │ │ └── two_stage.py │ │ ├── mask_heads │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── fcn_mask_head.cpython-36.pyc │ │ │ └── fcn_mask_head.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── fpn.cpython-36.pyc │ │ │ ├── fpn.py │ │ │ └── fpn_sge.py │ │ ├── registry.py │ │ ├── roi_extractors │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── single_level.cpython-36.pyc │ │ │ └── single_level.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── conv_module.cpython-36.pyc │ │ │ ├── norm.cpython-36.pyc │ │ │ └── weight_init.cpython-36.pyc │ │ │ ├── conv_module.py │ │ │ ├── norm.py │ │ │ └── weight_init.py │ ├── ops │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ ├── dcn │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-36.pyc │ │ │ ├── deform_conv_cuda.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── deform_pool_cuda.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── functions │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ ├── deform_conv.cpython-36.pyc │ │ │ │ │ └── deform_pool.cpython-36.pyc │ │ │ │ ├── deform_conv.py │ │ │ │ └── deform_pool.py │ │ │ ├── modules │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ ├── deform_conv.cpython-36.pyc │ │ │ │ │ └── deform_pool.cpython-36.pyc │ │ │ │ ├── deform_conv.py │ │ │ │ └── deform_pool.py │ │ │ ├── setup.py │ │ │ └── src │ │ │ │ ├── deform_conv_cuda.cpp │ │ │ │ ├── deform_conv_cuda_kernel.cu │ │ │ │ ├── deform_pool_cuda.cpp │ │ │ │ └── deform_pool_cuda_kernel.cu │ │ ├── nms │ │ │ ├── .gitignore │ │ │ ├── Makefile │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── nms_wrapper.cpython-36.pyc │ │ │ ├── cpu_nms.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── cpu_nms.pyx │ │ │ ├── cpu_soft_nms.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── cpu_soft_nms.pyx │ │ │ ├── gpu_nms.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── gpu_nms.hpp │ │ │ ├── gpu_nms.pyx │ │ │ ├── nms_kernel.cu │ │ │ ├── nms_wrapper.py │ │ │ └── setup.py │ │ ├── roi_align │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-36.pyc │ │ │ ├── functions │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ └── roi_align.cpython-36.pyc │ │ │ │ └── roi_align.py │ │ │ ├── gradcheck.py │ │ │ ├── modules │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ │ └── roi_align.cpython-36.pyc │ │ │ │ └── roi_align.py │ │ │ ├── roi_align_cuda.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── setup.py │ │ │ └── src │ │ │ │ ├── roi_align_cuda.cpp │ │ │ │ └── roi_align_kernel.cu │ │ └── roi_pool │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ │ ├── functions │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── roi_pool.cpython-36.pyc │ │ │ └── roi_pool.py │ │ │ ├── gradcheck.py │ │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── roi_pool.cpython-36.pyc │ │ │ └── roi_pool.py │ │ │ ├── roi_pool_cuda.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── setup.py │ │ │ └── src │ │ │ ├── roi_pool_cuda.cpp │ │ │ └── roi_pool_kernel.cu │ └── version.py ├── setup.py ├── tools │ ├── __init__.py │ ├── __pycache__ │ │ └── flops_counter.cpython-36.pyc │ ├── coco_eval.py │ ├── convert_datasets │ │ └── pascal_voc.py │ ├── dist_train.sh │ ├── test.py │ ├── train.py │ └── voc_eval.py └── val.md └── pretrain_log ├── bam_resnet101.log.txt ├── bam_resnet50.log.txt ├── cbam_resnet101.log.txt ├── cbam_resnet50.log.txt ├── old_resnet101.log.txt ├── old_resnet50.log.txt ├── se_resnet101.log.txt ├── sge_resnet101.log.txt ├── sge_resnet50.log.txt ├── shufflenetv2_1x.log.txt ├── sk_resnet101.log.txt └── sk_resnet50.log.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/implus/PytorchInsight/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/implus/PytorchInsight/HEAD/README.md -------------------------------------------------------------------------------- /classification/.gitignore: -------------------------------------------------------------------------------- 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