├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── clip ├── Dockerfile ├── extract.py ├── gather_video_paths.py ├── launch_container.sh ├── preprocessing.py ├── random_sequence_shuffler.py ├── requirement.txt └── video_loader.py ├── launch_container.sh ├── mil-nce ├── data_utils.py ├── extract.py ├── gather_video_paths.py ├── model.py ├── prefetch_loader.py ├── preprocessing.py ├── random_sequence_shuffler.py ├── s3dg.py ├── test_video_read.py ├── video_dataflow.py ├── video_loader.py └── yuv_reader.py ├── requirement.txt ├── resnets ├── LICENSE ├── README.md ├── extract.py ├── gather_video_paths.py ├── model.py ├── preprocessing.py ├── random_sequence_shuffler.py ├── video_loader.py └── videocnn │ ├── .gitignore │ ├── .opts.py.swp │ ├── LICENSE │ ├── README.md │ ├── class_names_list │ ├── classify.py │ ├── dataset.py │ ├── generate_result_video │ ├── README.md │ ├── SourceSansPro-Regular.ttf │ └── generate_result_video.py │ ├── input │ ├── main.py │ ├── mean.py │ ├── model.py │ ├── models │ ├── densenet.py │ ├── pre_act_resnet.py │ ├── resnet.py │ ├── resnext.py │ └── wide_resnet.py │ ├── opts.py │ ├── spatial_transforms.py │ ├── temporal_transforms.py │ ├── test.py │ ├── train.py │ └── validation.py ├── setup.sh └── slowfast ├── LICENSE ├── README ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── GETTING_STARTED.md ├── INSTALL.md ├── MODEL_ZOO.md └── README.md ├── build └── lib │ └── slowfast │ ├── __init__.py │ ├── config │ ├── __init__.py │ └── defaults.py │ ├── datasets │ ├── __init__.py │ ├── ava_dataset.py │ ├── ava_helper.py │ ├── build.py │ ├── cv2_transform.py │ ├── decoder.py │ ├── kinetics.py │ ├── loader.py │ ├── transform.py │ ├── utils.py │ └── video_container.py │ ├── models │ ├── __init__.py │ ├── head_helper.py │ ├── losses.py │ ├── model_builder.py │ ├── nonlocal_helper.py │ ├── optimizer.py │ ├── resnet_helper.py │ ├── stem_helper.py │ └── video_model_builder.py │ └── utils │ ├── __init__.py │ ├── ava_eval_helper.py │ ├── ava_evaluation │ ├── __init__.py │ ├── label_map_util.py │ ├── metrics.py │ ├── np_box_list.py │ ├── np_box_list_ops.py │ ├── np_box_mask_list.py │ ├── np_box_mask_list_ops.py │ ├── np_box_ops.py │ ├── np_mask_ops.py │ ├── object_detection_evaluation.py │ ├── per_image_evaluation.py │ └── standard_fields.py │ ├── bn_helper.py │ ├── c2_model_loading.py │ ├── checkpoint.py │ ├── distributed.py │ ├── env.py │ ├── logging.py │ ├── lr_policy.py │ ├── meters.py │ ├── metrics.py │ ├── misc.py │ ├── multiprocessing.py │ └── weight_init_helper.py ├── configs ├── AVA │ ├── C2D_8x8_R50_SHORT.yaml │ ├── SLOWFAST_32x2_R50_SHORT.yaml │ └── c2 │ │ ├── C2D_8x8_R50.yaml │ │ ├── SLOWFAST_32x2_R101_50_50.yaml │ │ ├── SLOWFAST_32x2_R101_50_50_v2.1.yaml │ │ ├── SLOWFAST_32x2_R50.yaml │ │ └── SLOWFAST_64x2_R101_50_50.yaml └── Kinetics │ ├── C2D_8x8_R50.yaml │ ├── C2D_8x8_R50_IN1K.yaml │ ├── C2D_NLN_8x8_R50.yaml │ ├── C2D_NLN_8x8_R50_IN1K.yaml │ ├── I3D_8x8_R101.yaml │ ├── I3D_8x8_R50.yaml │ ├── I3D_8x8_R50_IN1K.yaml │ ├── I3D_NLN_8x8_R101.yaml │ ├── I3D_NLN_8x8_R50.yaml │ ├── I3D_NLN_8x8_R50_IN1K.yaml │ ├── SLOWFAST_4x16_R50.yaml │ ├── SLOWFAST_8x8_R50.yaml │ ├── SLOWFAST_NLN_4x16_R50.yaml │ ├── SLOWFAST_NLN_8x8_R50.yaml │ ├── SLOWONLY_4x16_R50.yaml │ ├── SLOWONLY_8x8_R50.yaml │ ├── SLOWONLY_NLN_4x16_R50.yaml │ ├── SLOWONLY_NLN_8x8_R50.yaml │ └── c2 │ ├── C2D_NOPOOL_8x8_R50.yaml │ ├── I3D_8x8_R50.yaml │ ├── I3D_NLN_8x8_R50.yaml │ ├── SLOWFAST_16x8_R101_50_50.yaml │ ├── SLOWFAST_4x16_R50.yaml │ ├── SLOWFAST_8x8_R101_101_101.yaml │ ├── SLOWFAST_8x8_R101_50_101.yaml │ ├── SLOWFAST_8x8_R101_50_50.yaml │ ├── SLOWFAST_8x8_R50.yaml │ ├── SLOWFAST_NLN_16x8_R101_50_50.yaml │ ├── SLOWONLY_4x16_R50.yaml │ ├── SLOWONLY_8x8_R50.yaml │ └── extract_SLOWFAST_8x8_R50.yaml ├── data ├── ava └── kinetics ├── demo └── ava_demo.gif ├── extract_feature ├── data_utils.py ├── extract.py ├── gather_video_paths.py ├── model.py ├── prefetch_loader.py ├── preprocessing.py ├── random_sequence_shuffler.py ├── test_video_read.py ├── video_dataflow.py ├── video_loader.py └── yuv_reader.py ├── linter.sh ├── scripts ├── downscale_video.py ├── gather_video_paths.py └── gen_py_list.py ├── setup.cfg ├── setup.py ├── slowfast.egg-info ├── PKG-INFO ├── SOURCES.txt ├── dependency_links.txt ├── requires.txt └── top_level.txt ├── slowfast ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ └── __init__.cpython-37.pyc ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── defaults.cpython-36.pyc │ │ └── defaults.cpython-37.pyc │ └── defaults.py ├── datasets │ ├── DATASET.md │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── ava_dataset.cpython-37.pyc │ │ ├── ava_helper.cpython-37.pyc │ │ ├── build.cpython-37.pyc │ │ ├── cv2_transform.cpython-37.pyc │ │ ├── decoder.cpython-37.pyc │ │ ├── kinetics.cpython-37.pyc │ │ ├── loader.cpython-37.pyc │ │ ├── transform.cpython-37.pyc │ │ ├── utils.cpython-37.pyc │ │ └── video_container.cpython-37.pyc │ ├── ava_dataset.py │ ├── ava_helper.py │ ├── build.py │ ├── cv2_transform.py │ ├── decoder.py │ ├── kinetics.py │ ├── loader.py │ ├── transform.py │ ├── utils.py │ └── video_container.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── head_helper.cpython-36.pyc │ │ ├── head_helper.cpython-37.pyc │ │ ├── losses.cpython-37.pyc │ │ ├── model_builder.cpython-36.pyc │ │ ├── model_builder.cpython-37.pyc │ │ ├── nonlocal_helper.cpython-36.pyc │ │ ├── nonlocal_helper.cpython-37.pyc │ │ ├── optimizer.cpython-37.pyc │ │ ├── resnet_helper.cpython-36.pyc │ │ ├── resnet_helper.cpython-37.pyc │ │ ├── stem_helper.cpython-36.pyc │ │ ├── stem_helper.cpython-37.pyc │ │ ├── video_model_builder.cpython-36.pyc │ │ └── video_model_builder.cpython-37.pyc │ ├── head_helper.py │ ├── losses.py │ ├── model_builder.py │ ├── nonlocal_helper.py │ ├── optimizer.py │ ├── resnet_helper.py │ ├── stem_helper.py │ └── video_model_builder.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── ava_eval_helper.cpython-37.pyc │ ├── c2_model_loading.cpython-36.pyc │ ├── c2_model_loading.cpython-37.pyc │ ├── checkpoint.cpython-36.pyc │ ├── checkpoint.cpython-37.pyc │ ├── distributed.cpython-36.pyc │ ├── distributed.cpython-37.pyc │ ├── env.cpython-36.pyc │ ├── env.cpython-37.pyc │ ├── logging.cpython-36.pyc │ ├── logging.cpython-37.pyc │ ├── lr_policy.cpython-37.pyc │ ├── meters.cpython-37.pyc │ ├── metrics.cpython-37.pyc │ ├── misc.cpython-37.pyc │ ├── multiprocessing.cpython-37.pyc │ ├── weight_init_helper.cpython-36.pyc │ └── weight_init_helper.cpython-37.pyc │ ├── ava_eval_helper.py │ ├── ava_evaluation │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── label_map_util.cpython-37.pyc │ │ ├── metrics.cpython-37.pyc │ │ ├── np_box_list.cpython-37.pyc │ │ ├── np_box_list_ops.cpython-37.pyc │ │ ├── np_box_mask_list.cpython-37.pyc │ │ ├── np_box_mask_list_ops.cpython-37.pyc │ │ ├── np_box_ops.cpython-37.pyc │ │ ├── np_mask_ops.cpython-37.pyc │ │ ├── object_detection_evaluation.cpython-37.pyc │ │ ├── per_image_evaluation.cpython-37.pyc │ │ └── standard_fields.cpython-37.pyc │ ├── ava_action_list_v2.1_for_activitynet_2018.pbtxt.txt │ ├── label_map_util.py │ ├── metrics.py │ ├── np_box_list.py │ ├── np_box_list_ops.py │ ├── np_box_mask_list.py │ ├── np_box_mask_list_ops.py │ ├── np_box_ops.py │ ├── np_mask_ops.py │ ├── object_detection_evaluation.py │ ├── per_image_evaluation.py │ └── standard_fields.py │ ├── bn_helper.py │ ├── c2_model_loading.py │ ├── checkpoint.py │ ├── distributed.py │ ├── env.py │ ├── logging.py │ ├── lr_policy.py │ ├── meters.py │ ├── metrics.py │ ├── misc.py │ ├── multiprocessing.py │ └── weight_init_helper.py └── tools ├── __pycache__ ├── test_net.cpython-37.pyc ├── train_net.cpython-37.pyc └── val_net.cpython-37.pyc ├── run_net.py ├── run_val_net.py ├── 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