├── .gitignore ├── LICENSE ├── README.md ├── img ├── framework.png └── intro.png ├── multi_modality ├── DATASET.md ├── INSTALL.md ├── MODEL_ZOO.md ├── README.md ├── configs │ ├── beit-base-patch16-224-pt22k-ft22k.json │ ├── config_bert.json │ ├── config_bert_large.json │ ├── data.py │ ├── model.py │ ├── pretrain.py │ ├── qa.py │ ├── qa_anet.py │ ├── qa_msrvtt.py │ ├── ret_anet.py │ ├── ret_coco.py │ ├── ret_didemo.py │ ├── ret_flickr.py │ ├── ret_msrvtt.py │ ├── ret_msrvtt_9k.py │ ├── ret_msrvtt_mc.py │ ├── ret_ssv2_label.py │ └── ret_ssv2_template.py ├── dataset │ ├── __init__.py │ ├── base_dataset.py │ ├── caption_dataset.py │ ├── dataloader.py │ ├── qa_dataset.py │ ├── sqlite_dataset.py │ ├── utils.py │ └── video_utils.py ├── exp │ ├── finetuning │ │ ├── mc_msrvtt │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── qa_anet │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── qa_msrvtt │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── qa_msvd │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_anet │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_didemo │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_lsmdc │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_msrvtt │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_msvd │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ ├── ret_ssv2_label │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25,.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ │ └── ret_ssv2_tpl │ │ │ ├── b16_17m.py │ │ │ ├── b16_17m.sh │ │ │ ├── b16_25m.py │ │ │ ├── b16_25m.sh │ │ │ ├── b16_5m.py │ │ │ ├── b16_5m.sh │ │ │ ├── l16_17m.py │ │ │ ├── l16_17m.sh │ │ │ ├── l16_25m.py │ │ │ ├── l16_25m.sh │ │ │ ├── l16_5m.py │ │ │ └── l16_5m.sh │ ├── pretraining │ │ ├── b16_17m.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.py │ │ ├── b16_25m.sh │ │ ├── b16_5m.py │ │ ├── b16_5m.sh │ │ ├── l16_17m.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.py │ │ ├── l16_25m.sh │ │ ├── l16_5m.py │ │ └── l16_5m.sh │ └── zero_shot │ │ ├── ret_anet │ │ ├── b16.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.sh │ │ ├── b16_5m.sh │ │ ├── bl6_17m.sh │ │ ├── l16.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.sh │ │ └── l16_5m.sh │ │ ├── ret_didemo │ │ ├── b16.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.sh │ │ ├── b16_5m.sh │ │ ├── bl6_17m.sh │ │ ├── l16.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.sh │ │ └── l16_5m.sh │ │ ├── ret_lsmdc │ │ ├── b16.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.sh │ │ ├── b16_5m.sh │ │ ├── bl6_17m.sh │ │ ├── l16.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.sh │ │ └── l16_5m.sh │ │ ├── ret_msrvtt │ │ ├── b16.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.sh │ │ ├── b16_5m.sh │ │ ├── bl6_17m.sh │ │ ├── l16.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.sh │ │ └── l16_5m.sh │ │ └── ret_msvd │ │ ├── b16.py │ │ ├── b16_17m.sh │ │ ├── b16_25m.sh │ │ ├── b16_5m.sh │ │ ├── bl6_17m.sh │ │ ├── l16.py │ │ ├── l16_17m.sh │ │ ├── l16_25m.sh │ │ └── l16_5m.sh ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── bert │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── tokenization_bert.py │ │ │ └── xbert.py │ │ └── vit │ │ │ ├── __init__.py │ │ │ ├── clip.py │ │ │ └── vit.py │ ├── criterions.py │ ├── mask.py │ ├── umt.py │ ├── umt_qa.py │ └── utils.py ├── tasks │ ├── pretrain.py │ ├── retrieval.py │ ├── retrieval_mc.py │ ├── retrieval_utils.py │ ├── shared_utils.py │ ├── vqa.py │ └── vqa_utils.py ├── utils │ ├── basic_utils.py │ ├── config.py │ ├── config_utils.py │ ├── distributed.py │ ├── easydict.py │ ├── logger.py │ ├── optimizer.py │ └── scheduler.py └── vl.yml └── single_modality ├── DATASET.md ├── INSTALL.md ├── MODEL_ZOO.md ├── README.md ├── action_detection ├── README.md ├── alphaction │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── defaults.py │ │ └── paths_catalog.py │ ├── csrc │ │ ├── ROIAlign3d.h │ │ ├── ROIPool3d.h │ │ ├── SigmoidFocalLoss.h │ │ ├── SoftmaxFocalLoss.h │ │ ├── cpu │ │ │ └── vision.h │ │ ├── cuda │ │ │ ├── ROIAlign3d_cuda.cu │ │ │ ├── ROIPool3d_cuda.cu │ │ │ ├── SigmoidFocalLoss_cuda.cu │ │ │ ├── SoftmaxFocalLoss_cuda.cu │ │ │ └── vision.h │ │ └── vision.cpp │ ├── dataset │ │ ├── __init__.py │ │ ├── build.py │ │ ├── collate_batch.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── ava.py │ │ │ ├── concat_dataset.py │ │ │ └── evaluation │ │ │ │ ├── __init__.py │ │ │ │ └── ava │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── ava_eval.py │ │ │ │ └── pascal_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 │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── distributed.py │ │ │ ├── grouped_batch_sampler.py │ │ │ └── iteration_based_batch_sampler.py │ │ └── transforms │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── object_transforms.py │ │ │ └── video_transforms.py │ ├── engine │ │ ├── __init__.py │ │ ├── inference.py │ │ └── trainer.py │ ├── layers │ │ ├── __init__.py │ │ ├── batch_norm.py │ │ ├── roi_align_3d.py │ │ ├── roi_pool_3d.py │ │ ├── sigmoid_focal_loss.py │ │ └── softmax_focal_loss.py │ ├── modeling │ │ ├── __init__.py │ │ ├── backbone │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── i3d.py │ │ │ └── slowfast.py │ │ ├── common_blocks.py │ │ ├── detector │ │ │ ├── __init__.py │ │ │ └── action_detector.py │ │ ├── nonlocal_block.py │ │ ├── poolers.py │ │ ├── registry.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── action_head │ │ │ │ ├── IA_structure.py │ │ │ │ ├── __init__.py │ │ │ │ ├── action_head.py │ │ │ │ ├── inference.py │ │ │ │ ├── loss.py │ │ │ │ ├── metric.py │ │ │ │ ├── roi_action_feature_extractor.py │ │ │ │ └── roi_action_predictors.py │ │ │ └── roi_heads_3d.py │ │ └── utils.py │ ├── solver │ │ ├── __init__.py │ │ ├── build.py │ │ └── lr_scheduler.py │ ├── structures │ │ ├── __init__.py │ │ ├── bounding_box.py │ │ └── memory_pool.py │ └── utils │ │ ├── IA_helper.py │ │ ├── __init__.py │ │ ├── c2_model_loading.py │ │ ├── checkpoint.py │ │ ├── comm.py │ │ ├── logger.py │ │ ├── metric_logger.py │ │ ├── model_serialization.py │ │ ├── random_seed.py │ │ ├── registry.py │ │ └── video_decode.py ├── data │ ├── __init__.py │ ├── ava.py │ ├── ava_eval.py │ └── transforms.py ├── datasets.py ├── engine_for_finetuning.py ├── exp │ ├── b16_ptk710_ftk710_ftava_f8_res224.sh │ └── l16_ptk710_ftk710_ftava_f8_res224.sh ├── modeling_finetune.py ├── optim_factory.py ├── run_class_finetuning.py └── utils.py ├── datasets ├── __init__.py ├── build.py ├── kinetics.py ├── kinetics_sparse.py ├── mae.py ├── masking_generator.py ├── mixup.py ├── rand_augment.py ├── random_erasing.py ├── ssv2.py ├── transforms.py ├── video_transforms.py └── volume_transforms.py ├── engines ├── __init__.py ├── engine_for_finetuning.py ├── engine_for_pretraining.py └── engine_for_pretraining_umt.py ├── exp ├── finetuning │ ├── k400 │ │ ├── b16_ptk710_ftk710_ftk400_f8_res224.sh │ │ ├── l16_ptk710_ftk710_ftk400_f16_res224.sh │ │ └── l16_ptk710_ftk710_ftk400_f8_res224.sh │ ├── k600 │ │ ├── b16_ptk710_ftk710_ftk600_f8_res224.sh │ │ ├── l16_ptk710_ftk710_ftk600_f16_res224.sh │ │ └── l16_ptk710_ftk710_ftk600_f8_res224.sh │ ├── k700 │ │ ├── b16_ptk710_ftk710_ftk700_f8_res224.sh │ │ ├── l16_ptk710_ftk710_ftk700_f16_res224.sh │ │ └── l16_ptk710_ftk710_ftk700_f8_res224.sh │ ├── k710 │ │ ├── b16_ptk710_ftk710_f8_res224.sh │ │ └── l16_ptk710_ftk710_f8_res224.sh │ ├── mitv1 │ │ ├── b16_ptk710_ftk710_ftk400_ftmitv1_f8_res224.sh │ │ ├── b16_ptk710_ftk710_ftk400_ftmitv1_f8_res384.sh │ │ ├── l16_ptk710_ftk710_ftk400_ftmitv1_f8_res224.sh │ │ └── l16_ptk710_ftk710_ftk400_ftmitv1_f8_res384.sh │ └── ssv2 │ │ ├── b16_ptk710_ftssv2_f8_res224.sh │ │ └── l16_ptk710_ftssv2_f8_res224.sh └── pretraining │ ├── b16_ptk710_f8_res224.sh │ └── l16_ptk710_f8_res224.sh ├── functional.py ├── models ├── __init__.py ├── clip.py ├── 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