├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── React ├── __init__.py ├── config │ └── thumos_tsn_feature.py ├── model │ ├── HungarianMatcher.py │ ├── React.py │ ├── __init__.py │ ├── grid_sample1d │ │ ├── __init__.py │ │ ├── grid_sample1d_cuda.cpp │ │ ├── grid_sample1d_cuda_kernel.cu │ │ ├── grid_sample1d_cuda_kernel_ext.cu │ │ └── op.py │ ├── roi_align │ │ ├── __init__.py │ │ ├── roi_align.py │ │ └── src │ │ │ ├── roi_align_cuda.cpp │ │ │ └── roi_align_kernel.cu │ ├── setup.py │ └── transformer.py ├── thumos_dataset.py ├── thumos_dataset_meta │ ├── bsn_test_proposal_list.txt │ ├── bsn_train_proposal_list.txt │ └── dataset_cfg.yaml └── utill │ ├── StopDataHook.py │ ├── bad_grad_viz.py │ ├── misc.py │ ├── temporal_box_producess.py │ └── viz.py ├── configs ├── _base_ │ ├── default_runtime.py │ ├── models │ │ ├── audioonly_r50.py │ │ ├── bmn_400x100.py │ │ ├── bsn_pem.py │ │ ├── bsn_tem.py │ │ ├── c3d_sports1m_pretrained.py │ │ ├── i3d_r50.py │ │ ├── ircsn_r152.py │ │ ├── r2plus1d_r34.py │ │ ├── slowfast_r50.py │ │ ├── slowonly_r50.py │ │ ├── tanet_r50.py │ │ ├── tin_r50.py │ │ ├── tpn_slowonly_r50.py │ │ ├── tpn_tsm_r50.py │ │ ├── trn_r50.py │ │ ├── tsm_mobilenet_v2.py │ │ ├── tsm_r50.py │ │ ├── tsn_r50.py │ │ ├── tsn_r50_audio.py │ │ └── x3d.py │ └── schedules │ │ ├── adam_20e.py │ │ ├── sgd_100e.py │ │ ├── sgd_150e_warmup.py │ │ ├── sgd_50e.py │ │ ├── sgd_tsm_100e.py │ │ ├── sgd_tsm_50e.py │ │ ├── sgd_tsm_mobilenet_v2_100e.py │ │ └── sgd_tsm_mobilenet_v2_50e.py ├── detection │ ├── _base_ │ │ └── models │ │ │ ├── slowonly_r50.py │ │ │ └── slowonly_r50_nl.py │ ├── acrn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── slowfast_acrn_kinetics_pretrained_r50_8x8x1_cosine_10e_ava22_rgb.py │ │ └── slowfast_acrn_kinetics_pretrained_r50_8x8x1_cosine_10e_ava_rgb.py │ ├── ava │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── slowfast_context_kinetics_pretrained_r50_4x16x1_20e_ava_rgb.py │ │ ├── slowfast_kinetics_pretrained_r50_4x16x1_20e_ava_rgb.py │ │ ├── slowfast_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_classes.py │ │ ├── slowfast_kinetics_pretrained_r50_8x8x1_20e_ava_rgb.py │ │ ├── slowfast_kinetics_pretrained_r50_8x8x1_cosine_10e_ava22_rgb.py │ │ ├── slowfast_temporal_max_focal_alpha3_gamma1_kinetics_pretrained_r50_8x8x1_cosine_10e_ava22_rgb.py │ │ ├── slowfast_temporal_max_kinetics_pretrained_r50_8x8x1_cosine_10e_ava22_rgb.py │ │ ├── slowonly_kinetics_pretrained_r101_8x8x1_20e_ava_rgb.py │ │ ├── slowonly_kinetics_pretrained_r50_4x16x1_20e_ava_rgb.py │ │ ├── slowonly_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_classes.py │ │ ├── slowonly_nl_kinetics_pretrained_r50_4x16x1_10e_ava_rgb.py │ │ ├── slowonly_nl_kinetics_pretrained_r50_8x8x1_10e_ava_rgb.py │ │ ├── slowonly_omnisource_pretrained_r101_8x8x1_20e_ava_rgb.py │ │ └── slowonly_omnisource_pretrained_r50_4x16x1_20e_ava_rgb.py │ └── lfb │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── lfb_avg_kinetics_pretrained_slowonly_r50_4x16x1_20e_ava_rgb.py │ │ ├── lfb_max_kinetics_pretrained_slowonly_r50_4x16x1_20e_ava_rgb.py │ │ ├── lfb_nl_kinetics_pretrained_slowonly_r50_4x16x1_20e_ava_rgb.py │ │ ├── lfb_slowonly_r50_ava_infer.py │ │ └── metafile.yml ├── localization │ ├── bmn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── bmn_400x100_2x8_9e_activitynet_feature.py │ │ └── metafile.yml │ ├── bsn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── bsn_pem_400x100_1x16_20e_activitynet_feature.py │ │ ├── bsn_pgm_400x100_activitynet_feature.py │ │ ├── bsn_tem_400x100_1x16_20e_activitynet_feature.py │ │ └── metafile.yml │ └── ssn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── ssn_r50_450e_thumos14_rgb_test.py │ │ └── ssn_r50_450e_thumos14_rgb_train.py ├── recognition │ ├── c3d │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── c3d_sports1m_16x1x1_45e_ucf101_rgb.py │ │ └── metafile.yml │ ├── csn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── ipcsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb.py │ │ ├── ipcsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py │ │ ├── ipcsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py │ │ ├── ircsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb.py │ │ ├── ircsn_bnfrozen_r50_32x2x1_180e_kinetics400_rgb.py │ │ ├── ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py │ │ ├── ircsn_ig65m_pretrained_bnfrozen_r50_32x2x1_58e_kinetics400_rgb.py │ │ ├── ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb.py │ │ ├── ircsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py │ │ └── metafile.yml │ ├── i3d │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── i3d_nl_dot_product_r50_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_nl_embedded_gaussian_r50_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_nl_gaussian_r50_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_dense_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_heavy_8x8x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_lazy_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_video_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_video_heavy_8x8x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_video_imgaug_32x2x1_100e_kinetics400_rgb.py │ │ ├── i3d_r50_video_inference_32x2x1_100e_kinetics400_rgb.py │ │ └── metafile.yml │ ├── omnisource │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── pipeline.png │ │ ├── slowonly_r50_8x8x1_256e_minikinetics │ │ │ ├── slowonly_r50_8x8x1_256e_minikinetics_googleimage_rgb.py │ │ │ ├── slowonly_r50_8x8x1_256e_minikinetics_insvideo_rgb.py │ │ │ ├── slowonly_r50_8x8x1_256e_minikinetics_kineticsraw_rgb.py │ │ │ ├── slowonly_r50_8x8x1_256e_minikinetics_omnisource_rgb.py │ │ │ ├── slowonly_r50_8x8x1_256e_minikinetics_rgb.py │ │ │ └── slowonly_r50_8x8x1_256e_minikinetics_webimage_rgb.py │ │ └── tsn_r50_1x1x8_100e_minikinetics │ │ │ ├── tsn_r50_1x1x8_100e_minikinetics_googleimage_rgb.py │ │ │ ├── tsn_r50_1x1x8_100e_minikinetics_insvideo_rgb.py │ │ │ ├── tsn_r50_1x1x8_100e_minikinetics_kineticsraw_rgb.py │ │ │ ├── tsn_r50_1x1x8_100e_minikinetics_omnisource_rgb.py │ │ │ ├── tsn_r50_1x1x8_100e_minikinetics_rgb.py │ │ │ └── tsn_r50_1x1x8_100e_minikinetics_webimage_rgb.py │ ├── r2plus1d │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── r2plus1d_r34_32x2x1_180e_kinetics400_rgb.py │ │ ├── r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py │ │ ├── r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb.py │ │ └── r2plus1d_r34_video_inference_8x8x1_180e_kinetics400_rgb.py │ ├── slowfast │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── slowfast_prebn_r50_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r101_8x8x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r101_r50_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r152_r50_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r50_16x8x1_22e_sthv1_rgb.py │ │ ├── slowfast_r50_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r50_8x8x1_256e_kinetics400_rgb.py │ │ ├── slowfast_r50_video_4x16x1_256e_kinetics400_rgb.py │ │ └── slowfast_r50_video_inference_4x16x1_256e_kinetics400_rgb.py │ ├── slowonly │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── data_benchmark │ │ │ ├── slowonly_r50_randomresizedcrop_256p_4x16x1_256e_kinetics400_rgb.py │ │ │ ├── slowonly_r50_randomresizedcrop_320p_4x16x1_256e_kinetics400_rgb.py │ │ │ └── slowonly_r50_randomresizedcrop_340x256_4x16x1_256e_kinetics400_rgb.py │ │ ├── metafile.yml │ │ ├── slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv2_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb.py │ │ ├── slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb.py │ │ ├── slowonly_k400_pretrained_r50_4x16x1_120e_gym99_flow.py │ │ ├── slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb.py │ │ ├── slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb.py │ │ ├── slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb.py │ │ ├── slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb.py │ │ ├── slowonly_r101_8x8x1_196e_kinetics400_rgb.py │ │ ├── slowonly_r50_4x16x1_256e_kinetics400_flow.py │ │ ├── slowonly_r50_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowonly_r50_8x8x1_256e_kinetics400_flow.py │ │ ├── slowonly_r50_8x8x1_256e_kinetics400_rgb.py │ │ ├── slowonly_r50_clip_feature_extraction_4x16x1_rgb.py │ │ ├── slowonly_r50_video_4x16x1_256e_kinetics400_rgb.py │ │ ├── slowonly_r50_video_8x8x1_256e_kinetics600_rgb.py │ │ ├── slowonly_r50_video_8x8x1_256e_kinetics700_rgb.py │ │ └── slowonly_r50_video_inference_4x16x1_256e_kinetics400_rgb.py │ ├── tanet │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── tanet_r50_1x1x16_50e_sthv1_rgb.py │ │ ├── tanet_r50_1x1x8_50e_sthv1_rgb.py │ │ └── tanet_r50_dense_1x1x8_100e_kinetics400_rgb.py │ ├── timesformer │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── timesformer_divST_8x32x1_15e_kinetics400_rgb.py │ │ ├── timesformer_jointST_8x32x1_15e_kinetics400_rgb.py │ │ └── timesformer_spaceOnly_8x32x1_15e_kinetics400_rgb.py │ ├── tin │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── tin_r50_1x1x8_40e_sthv1_rgb.py │ │ ├── tin_r50_1x1x8_40e_sthv2_rgb.py │ │ └── tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb.py │ ├── tpn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── tpn_imagenet_pretrained_slowonly_r50_8x8x1_150e_kinetics_rgb.py │ │ ├── tpn_slowonly_r50_8x8x1_150e_kinetics_rgb.py │ │ └── tpn_tsm_r50_1x1x8_150e_sthv1_rgb.py │ ├── trn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── trn_r50_1x1x8_50e_sthv1_rgb.py │ │ └── trn_r50_1x1x8_50e_sthv2_rgb.py │ ├── tsm │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── tsm_k400_pretrained_r50_1x1x16_25e_hmdb51_rgb.py │ │ ├── tsm_k400_pretrained_r50_1x1x16_25e_ucf101_rgb.py │ │ ├── tsm_k400_pretrained_r50_1x1x8_25e_hmdb51_rgb.py │ │ ├── tsm_k400_pretrained_r50_1x1x8_25e_ucf101_rgb.py │ │ ├── tsm_mobilenetv2_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsm_mobilenetv2_video_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsm_mobilenetv2_video_inference_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsm_nl_dot_product_r50_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_nl_embedded_gaussian_r50_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_nl_gaussian_r50_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_r101_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r101_1x1x8_50e_sthv2_rgb.py │ │ ├── tsm_r50_1x1x16_100e_kinetics400_rgb.py │ │ ├── tsm_r50_1x1x16_50e_kinetics400_rgb.py │ │ ├── tsm_r50_1x1x16_50e_sthv1_rgb.py │ │ ├── tsm_r50_1x1x16_50e_sthv2_rgb.py │ │ ├── tsm_r50_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsm_r50_1x1x8_50e_jester_rgb.py │ │ ├── tsm_r50_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_r50_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_1x1x8_50e_sthv2_rgb.py │ │ ├── tsm_r50_cutmix_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsm_r50_dense_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_r50_flip_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_flip_randaugment_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_gpu_normalize_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_r50_mixup_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_ptv_augmix_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_ptv_randaugment_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_randaugment_1x1x8_50e_sthv1_rgb.py │ │ ├── tsm_r50_video_1x1x16_50e_diving48_rgb.py │ │ ├── tsm_r50_video_1x1x8_50e_diving48_rgb.py │ │ ├── tsm_r50_video_1x1x8_50e_kinetics400_rgb.py │ │ ├── tsm_r50_video_inference_1x1x8_100e_kinetics400_rgb.py │ │ └── tsm_temporal_pool_r50_1x1x8_50e_kinetics400_rgb.py │ ├── tsn │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── custom_backbones │ │ │ ├── tsn_dense161_320p_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_rn101_32x4d_320p_1x1x3_100e_kinetics400_rgb.py │ │ │ └── tsn_swin_transformer_video_320p_1x1x3_100e_kinetics400_rgb.py │ │ ├── data_benchmark │ │ │ ├── tsn_r50_multiscalecrop_256p_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_multiscalecrop_320p_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_multiscalecrop_340x256_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_randomresizedcrop_256p_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_randomresizedcrop_320p_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_randomresizedcrop_340x256_1x1x3_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_test_256p_1x1x25_10crop_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_test_256p_1x1x25_3crop_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_test_320p_1x1x25_10crop_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_test_320p_1x1x25_3crop_100e_kinetics400_rgb.py │ │ │ ├── tsn_r50_test_340x256_1x1x25_10crop_100e_kinetics400_rgb.py │ │ │ └── tsn_r50_test_340x256_1x1x25_3crop_100e_kinetics400_rgb.py │ │ ├── hvu │ │ │ ├── tsn_r18_1x1x8_100e_hvu_action_rgb.py │ │ │ ├── tsn_r18_1x1x8_100e_hvu_attribute_rgb.py │ │ │ ├── tsn_r18_1x1x8_100e_hvu_concept_rgb.py │ │ │ ├── tsn_r18_1x1x8_100e_hvu_event_rgb.py │ │ │ ├── tsn_r18_1x1x8_100e_hvu_object_rgb.py │ │ │ └── tsn_r18_1x1x8_100e_hvu_scene_rgb.py │ │ ├── metafile.yml │ │ ├── tsn_fp16_r50_1x1x3_100e_kinetics400_rgb.py │ │ ├── tsn_r101_1x1x5_50e_mmit_rgb.py │ │ ├── tsn_r50_1x1x16_50e_sthv1_rgb.py │ │ ├── tsn_r50_1x1x16_50e_sthv2_rgb.py │ │ ├── tsn_r50_1x1x3_100e_kinetics400_rgb.py │ │ ├── tsn_r50_1x1x3_75e_ucf101_rgb.py │ │ ├── tsn_r50_1x1x6_100e_mit_rgb.py │ │ ├── tsn_r50_1x1x8_50e_hmdb51_imagenet_rgb.py │ │ ├── tsn_r50_1x1x8_50e_hmdb51_kinetics400_rgb.py │ │ ├── tsn_r50_1x1x8_50e_hmdb51_mit_rgb.py │ │ ├── tsn_r50_1x1x8_50e_sthv1_rgb.py │ │ ├── tsn_r50_1x1x8_50e_sthv2_rgb.py │ │ ├── tsn_r50_320p_1x1x3_100e_kinetics400_rgb.py │ │ ├── tsn_r50_320p_1x1x3_110e_kinetics400_flow.py │ │ ├── tsn_r50_320p_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsn_r50_320p_1x1x8_110e_kinetics400_flow.py │ │ ├── tsn_r50_320p_1x1x8_150e_activitynet_clip_flow.py │ │ ├── tsn_r50_320p_1x1x8_150e_activitynet_video_flow.py │ │ ├── tsn_r50_320p_1x1x8_50e_activitynet_clip_rgb.py │ │ ├── tsn_r50_320p_1x1x8_50e_activitynet_video_rgb.py │ │ ├── tsn_r50_clip_feature_extraction_1x1x3_rgb.py │ │ ├── tsn_r50_dense_1x1x5_100e_kinetics400_rgb.py │ │ ├── tsn_r50_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsn_r50_inference_1x1x3_100e_kinetics400_rgb.py │ │ ├── tsn_r50_video_1x1x16_100e_diving48_rgb.py │ │ ├── tsn_r50_video_1x1x8_100e_diving48_rgb.py │ │ ├── tsn_r50_video_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsn_r50_video_1x1x8_100e_kinetics600_rgb.py │ │ ├── tsn_r50_video_1x1x8_100e_kinetics700_rgb.py │ │ ├── tsn_r50_video_320p_1x1x3_100e_kinetics400_rgb.py │ │ ├── tsn_r50_video_dense_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsn_r50_video_imgaug_1x1x8_100e_kinetics400_rgb.py │ │ ├── tsn_r50_video_inference_1x1x3_100e_kinetics400_rgb.py │ │ └── tsn_r50_video_mixup_1x1x8_100e_kinetics400_rgb.py │ └── x3d │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── x3d_m_16x5x1_facebook_kinetics400_rgb.py │ │ └── x3d_s_13x6x1_facebook_kinetics400_rgb.py ├── recognition_audio │ ├── audioonly │ │ └── audioonly_r50_64x1x1_100e_kinetics400_audio_feature.py │ └── resnet │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── metafile.yml │ │ ├── tsn_r18_64x1x1_100e_kinetics400_audio_feature.py │ │ └── tsn_r50_64x1x1_100e_kinetics400_audio.py └── skeleton │ ├── posec3d │ ├── README.md │ ├── metafile.yml │ ├── slowonly_r50_u48_240e_gym_keypoint.py │ ├── slowonly_r50_u48_240e_gym_limb.py │ ├── slowonly_r50_u48_240e_ntu120_xsub_keypoint.py │ ├── slowonly_r50_u48_240e_ntu120_xsub_limb.py │ ├── slowonly_r50_u48_240e_ntu60_xsub_keypoint.py │ └── slowonly_r50_u48_240e_ntu60_xsub_limb.py │ └── stgcn │ ├── README.md │ ├── metafile.yml │ └── stgcn_80e_ntu60_xsub_keypoint.py ├── demo ├── README.md ├── demo.gif ├── demo.ipynb ├── demo.mp4 ├── demo.py ├── demo_gradcam.gif ├── demo_gradcam.py ├── demo_out.mp4 ├── demo_posec3d.py ├── demo_spatiotemporal_det.py ├── faster_rcnn_r50_fpn_2x_coco.py ├── fuse │ ├── data_list.txt │ ├── flow.pkl │ └── rgb.pkl ├── hrnet_w32_coco_256x192.py ├── long_video_demo.py ├── mmaction2_tutorial.ipynb ├── mmaction2_tutorial_zh-CN.ipynb ├── ntu_sample.avi ├── visualize_heatmap_volume.ipynb ├── webcam_demo.py └── webcam_demo_spatiotemporal_det.py ├── docker ├── Dockerfile └── serve │ ├── Dockerfile │ ├── config.properties │ └── entrypoint.sh ├── docs ├── Makefile ├── _static │ ├── css │ │ └── readthedocs.css │ └── images │ │ └── mmaction2.png ├── api.rst ├── benchmark.md ├── changelog.md ├── conf.py ├── data_preparation.md ├── faq.md ├── feature_extraction.md ├── getting_started.md ├── index.rst ├── install.md ├── make.bat ├── merge_docs.sh ├── projects.md ├── stat.py ├── supported_datasets.md ├── switch_language.md ├── tutorials │ ├── 1_config.md │ ├── 2_finetune.md │ ├── 3_new_dataset.md │ ├── 4_data_pipeline.md │ ├── 5_new_modules.md │ ├── 6_export_model.md │ └── 7_customize_runtime.md └── useful_tools.md ├── docs_zh_CN ├── Makefile ├── README.md ├── api.rst ├── benchmark.md ├── conf.py ├── data_preparation.md ├── demo.md ├── faq.md ├── feature_extraction.md ├── getting_started.md ├── index.rst ├── install.md ├── make.bat ├── merge_docs.sh ├── stat.py ├── supported_datasets.md ├── switch_language.md ├── tutorials │ ├── 1_config.md │ ├── 2_finetune.md │ ├── 3_new_dataset.md │ ├── 4_data_pipeline.md │ ├── 5_new_modules.md │ ├── 6_export_model.md │ └── 7_customize_runtime.md └── useful_tools.md ├── mmaction ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ ├── test.py │ └── train.py ├── core │ ├── __init__.py │ ├── bbox │ │ ├── __init__.py │ │ ├── assigners │ │ │ ├── __init__.py │ │ │ └── max_iou_assigner_ava.py │ │ ├── bbox_target.py │ │ └── transforms.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── ava_evaluation │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── metrics.py │ │ │ ├── np_box_list.py │ │ │ ├── np_box_ops.py │ │ │ ├── object_detection_evaluation.py │ │ │ ├── per_image_evaluation.py │ │ │ └── standard_fields.py │ │ ├── ava_utils.py │ │ ├── eval_detection.py │ │ └── eval_hooks.py │ ├── hooks │ │ ├── __init__.py │ │ └── output.py │ ├── optimizer │ │ ├── __init__.py │ │ ├── copy_of_sgd.py │ │ └── tsm_optimizer_constructor.py │ ├── runner │ │ ├── __init__.py │ │ └── omnisource_runner.py │ └── scheduler │ │ ├── __init__.py │ │ └── lr_updater.py ├── datasets │ ├── __init__.py │ ├── activitynet_dataset.py │ ├── audio_dataset.py │ ├── audio_feature_dataset.py │ ├── audio_visual_dataset.py │ ├── ava_dataset.py │ ├── base.py │ ├── blending_utils.py │ ├── builder.py │ ├── dataset_wrappers.py │ ├── hvu_dataset.py │ ├── image_dataset.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── augmentations.py │ │ ├── compose.py │ │ ├── formating.py │ │ ├── loading.py │ │ └── pose_loading.py │ ├── pose_dataset.py │ ├── rawframe_dataset.py │ ├── rawvideo_dataset.py │ ├── samplers │ │ ├── __init__.py │ │ └── distributed_sampler.py │ ├── ssn_dataset.py │ └── video_dataset.py ├── localization │ ├── __init__.py │ ├── bsn_utils.py │ ├── proposal_utils.py │ └── ssn_utils.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── c3d.py │ │ ├── mobilenet_v2.py │ │ ├── mobilenet_v2_tsm.py │ │ ├── resnet.py │ │ ├── resnet2plus1d.py │ │ ├── resnet3d.py │ │ ├── resnet3d_csn.py │ │ ├── resnet3d_slowfast.py │ │ ├── resnet3d_slowonly.py │ │ ├── resnet_audio.py │ │ ├── resnet_tin.py │ │ ├── resnet_tsm.py │ │ ├── stgcn.py │ │ ├── tanet.py │ │ ├── timesformer.py │ │ └── x3d.py │ ├── builder.py │ ├── common │ │ ├── __init__.py │ │ ├── conv2plus1d.py │ │ ├── conv_audio.py │ │ ├── lfb.py │ │ ├── tam.py │ │ └── transformer.py │ ├── heads │ │ ├── __init__.py │ │ ├── audio_tsn_head.py │ │ ├── base.py │ │ ├── bbox_head.py │ │ ├── fbo_head.py │ │ ├── i3d_head.py │ │ ├── lfb_infer_head.py │ │ ├── misc_head.py │ │ ├── roi_head.py │ │ ├── slowfast_head.py │ │ ├── ssn_head.py │ │ ├── stgcn_head.py │ │ ├── timesformer_head.py │ │ ├── tpn_head.py │ │ ├── trn_head.py │ │ ├── tsm_head.py │ │ ├── tsn_head.py │ │ └── x3d_head.py │ ├── localizers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── bmn.py │ │ ├── bsn.py │ │ ├── ssn.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── post_processing.py │ ├── losses │ │ ├── __init__.py │ │ ├── base.py │ │ ├── binary_logistic_regression_loss.py │ │ ├── bmn_loss.py │ │ ├── cross_entropy_loss.py │ │ ├── hvu_loss.py │ │ ├── nll_loss.py │ │ ├── ohem_hinge_loss.py │ │ └── ssn_loss.py │ ├── necks │ │ ├── __init__.py │ │ └── tpn.py │ ├── recognizers │ │ ├── __init__.py │ │ ├── audio_recognizer.py │ │ ├── base.py │ │ ├── recognizer2d.py │ │ └── recognizer3d.py │ ├── roi_extractors │ │ ├── __init__.py │ │ └── single_straight3d.py │ └── skeleton_gcn │ │ ├── __init__.py │ │ ├── base.py │ │ ├── skeletongcn.py │ │ └── utils │ │ ├── __init__.py │ │ └── graph.py ├── utils │ ├── __init__.py │ ├── collect_env.py │ ├── decorators.py │ ├── gradcam_utils.py │ ├── logger.py │ ├── misc.py │ ├── module_hooks.py │ └── precise_bn.py └── version.py ├── model-index.yml ├── requirements.txt ├── requirements ├── build.txt ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── resources ├── acc_curve.png ├── data_pipeline.png ├── mmaction2_logo.png ├── mmaction2_overview.gif ├── qq_group_qrcode.jpg ├── spatio-temporal-det.gif └── zhihu_qrcode.jpg ├── setup.cfg ├── setup.py ├── tests ├── data │ ├── activitynet_features │ │ ├── v_test1.csv │ │ └── v_test2.csv │ ├── annotations │ │ ├── action_test_anno.json │ │ ├── audio_feature_test_list.txt │ │ ├── audio_test_list.txt │ │ ├── hvu_frame_test_anno.json │ │ ├── hvu_video_eval_test_anno.json │ │ ├── hvu_video_test_anno.json │ │ ├── proposal_normalized_list.txt │ │ ├── proposal_test_list.txt │ │ ├── rawframe_test_list.txt │ │ ├── rawframe_test_list_multi_label.txt │ │ ├── rawframe_test_list_with_offset.txt │ │ ├── rawvideo_test_anno.json │ │ ├── rawvideo_test_anno.txt │ │ ├── sample.pkl │ │ ├── video_test_list.txt │ │ └── video_test_list_multi_label.txt │ ├── ava_dataset │ │ ├── action_list.txt │ │ ├── ava_excluded_timestamps_sample.csv │ │ ├── ava_proposals_sample.pkl │ │ └── ava_sample.csv │ ├── bsp_features │ │ └── v_test1.npy │ ├── eval_detection │ │ ├── action_list.txt │ │ ├── gt.csv │ │ ├── pred.csv │ │ └── proposal.pkl │ ├── eval_localization │ │ ├── gt.json │ │ └── result.json │ ├── imgs │ │ ├── img_00001.jpg │ │ ├── img_00002.jpg │ │ ├── img_00003.jpg │ │ ├── img_00004.jpg │ │ ├── img_00005.jpg │ │ ├── img_00006.jpg │ │ ├── img_00007.jpg │ │ ├── img_00008.jpg │ │ ├── img_00009.jpg │ │ ├── img_00010.jpg │ │ ├── x_00001.jpg │ │ ├── x_00002.jpg │ │ ├── x_00003.jpg │ │ ├── x_00004.jpg │ │ ├── x_00005.jpg │ │ ├── y_00001.jpg │ │ ├── y_00002.jpg │ │ ├── y_00003.jpg │ │ ├── y_00004.jpg │ │ └── y_00005.jpg │ ├── lfb │ │ └── lfb_unittest.pkl │ ├── proposals │ │ ├── v_test1.csv │ │ └── v_test2.csv │ ├── rawvideo_dataset │ │ ├── part_0.mp4 │ │ └── part_1.mp4 │ ├── tem_results │ │ ├── v_test1.csv │ │ └── v_test2.csv │ ├── test.avi │ ├── test.jpg │ ├── test.mp4 │ └── test.wav ├── test_data │ ├── test_blending.py │ ├── test_compose.py │ ├── test_datasets │ │ ├── __init__.py │ │ ├── base.py │ │ ├── test_activitynet_dataset.py │ │ ├── test_audio_dataset.py │ │ ├── test_audio_feature_dataset.py │ │ ├── test_audio_visual_dataset.py │ │ ├── test_ava_dataset.py │ │ ├── test_concat_dataset.py │ │ ├── test_hvu_dataset.py │ │ ├── test_pose_dataset.py │ │ ├── test_rawframe_dataset.py │ │ ├── test_rawvideo_dataset.py │ │ ├── test_repeat_dataset.py │ │ ├── test_ssn_dataset.py │ │ └── test_video_dataset.py │ ├── test_formating.py │ ├── test_pipelines │ │ ├── test_augmentations │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── test_audio.py │ │ │ ├── test_color.py │ │ │ ├── test_crop.py │ │ │ ├── test_flip.py │ │ │ ├── test_imgaug.py │ │ │ ├── test_lazy.py │ │ │ ├── test_misc.py │ │ │ ├── test_normalization.py │ │ │ ├── test_pytorchvideo.py │ │ │ └── test_transform.py │ │ └── test_loadings │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── test_decode.py │ │ │ ├── test_load.py │ │ │ ├── test_localization.py │ │ │ ├── test_pose_loading.py │ │ │ └── test_sampling.py │ └── test_sampler.py ├── test_metrics │ ├── test_accuracy.py │ └── test_losses.py ├── test_models │ ├── __init__.py │ ├── base.py │ ├── test_backbones.py │ ├── test_common.py │ ├── test_common_modules │ │ ├── __init__.py │ │ ├── test_base_head.py │ │ ├── test_base_recognizers.py │ │ ├── test_mobilenet_v2.py │ │ ├── test_resnet.py │ │ └── test_resnet3d.py │ ├── test_detectors │ │ ├── __init__.py │ │ └── test_detectors.py │ ├── test_gradcam.py │ ├── test_head.py │ ├── test_localizers │ │ ├── __init__.py │ │ ├── test_bmn.py │ │ ├── test_localizers.py │ │ ├── test_pem.py │ │ ├── test_ssn.py │ │ └── test_tem.py │ ├── test_neck.py │ ├── test_recognizers │ │ ├── __init__.py │ │ ├── test_audio_recognizer.py │ │ ├── test_recognizer2d.py │ │ ├── test_recognizer3d.py │ │ └── test_skeletongcn.py │ └── test_roi_extractor.py ├── test_runtime │ ├── test_apis_test.py │ ├── test_config.py │ ├── test_eval_hook.py │ ├── test_inference.py │ ├── test_lr.py │ ├── test_optimizer.py │ ├── test_precise_bn.py │ └── test_train.py └── test_utils │ ├── __init__.py │ ├── test_bbox.py │ ├── test_decorator.py │ ├── test_localization_utils.py │ ├── test_module_hooks.py │ └── test_onnx.py └── tools ├── __init__.py ├── analysis ├── analyze_logs.py ├── bench_processing.py ├── benchmark.py ├── check_videos.py ├── eval_metric.py ├── get_flops.py ├── print_config.py ├── report_accuracy.py └── report_map.py ├── argparse.bash ├── data ├── activitynet │ ├── README.md │ ├── README_zh-CN.md │ ├── action_name.csv │ ├── activitynet_feature_postprocessing.py │ ├── convert_proposal_format.py │ ├── download.py │ ├── download_annotations.sh │ ├── download_bsn_videos.sh │ ├── download_feature_annotations.sh │ ├── download_features.sh │ ├── download_videos.sh │ ├── environment.yml │ ├── extract_frames.sh │ ├── generate_rawframes_filelist.py │ ├── label_map.txt │ ├── process_annotations.py │ └── tsn_feature_extraction.py ├── anno_txt2json.py ├── ava │ ├── AVA_annotation_explained.md │ ├── README.md │ ├── README_zh-CN.md │ ├── cut_videos.sh │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── download_videos_gnu_parallel.sh │ ├── download_videos_parallel.py │ ├── download_videos_parallel.sh │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_ffmpeg.sh │ ├── fetch_ava_proposals.sh │ └── label_map.txt ├── build_audio_features.py ├── build_file_list.py ├── build_rawframes.py ├── build_videos.py ├── denormalize_proposal_file.py ├── diving48 │ ├── README.md │ ├── README_zh-CN.md │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt ├── extract_audio.py ├── gym │ ├── README.md │ ├── README_zh-CN.md │ ├── download.py │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── environment.yml │ ├── extract_frames.sh │ ├── generate_file_list.py │ ├── label_map.txt │ ├── trim_event.py │ └── trim_subaction.py ├── hmdb51 │ ├── README.md │ ├── README_zh-CN.md │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt ├── hvu │ ├── README.md │ ├── README_zh-CN.md │ ├── download.py │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── environment.yml │ ├── extract_frames.sh │ ├── generate_file_list.py │ ├── generate_rawframes_filelist.sh │ ├── generate_sub_file_list.py │ ├── generate_videos_filelist.sh │ ├── label_map.json │ └── parse_tag_list.py ├── jester │ ├── README.md │ ├── README_zh-CN.md │ ├── encode_videos.sh │ ├── extract_flow.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt ├── jhmdb │ ├── README.md │ └── README_zh-CN.md ├── kinetics │ ├── README.md │ ├── README_zh-CN.md │ ├── download.py │ ├── download_annotations.sh │ ├── download_backup_annotations.sh │ ├── download_videos.sh │ ├── environment.yml │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ ├── label_map_k400.txt │ ├── label_map_k600.txt │ ├── label_map_k700.txt │ └── rename_classnames.sh ├── mit │ ├── README.md │ ├── README_zh-CN.md │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ ├── label_map.txt │ └── preprocess_data.sh ├── mmit │ ├── README.md │ ├── README_zh-CN.md │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ ├── label_map.txt │ └── preprocess_data.sh ├── omnisource │ ├── README.md │ ├── README_zh-CN.md │ └── trim_raw_video.py ├── parse_file_list.py ├── resize_videos.py ├── skeleton │ ├── README.md │ ├── S001C001P001R001A001_rgb.avi │ ├── download_annotations.sh │ ├── label_map_gym99.txt │ ├── label_map_ntu120.txt │ └── ntu_pose_extraction.py ├── sthv1 │ ├── README.md │ ├── README_zh-CN.md │ ├── encode_videos.sh │ ├── extract_flow.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt ├── sthv2 │ ├── README.md │ ├── README_zh-CN.md │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt ├── thumos14 │ ├── README.md │ ├── README_zh-CN.md │ ├── denormalize_proposal_file.sh │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ └── fetch_tag_proposals.sh ├── ucf101 │ ├── README.md │ ├── README_zh-CN.md │ ├── download_annotations.sh │ ├── download_videos.sh │ ├── extract_frames.sh │ ├── extract_rgb_frames.sh │ ├── extract_rgb_frames_opencv.sh │ ├── generate_rawframes_filelist.sh │ ├── generate_videos_filelist.sh │ └── label_map.txt └── ucf101_24 │ ├── README.md │ └── README_zh-CN.md ├── deployment ├── mmaction2torchserve.py ├── mmaction_handler.py ├── publish_model.py └── pytorch2onnx.py ├── dist_test.sh ├── dist_train.sh ├── misc ├── bsn_proposal_generation.py ├── clip_feature_extraction.py ├── dist_clip_feature_extraction.sh ├── evaluation │ ├── __init__.py │ └── 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