├── LICENSE ├── README.md ├── clip_segmentation ├── README.md └── code │ ├── extract_clips.py │ ├── format.sh │ ├── run.py │ └── run.sh ├── clustering ├── README.md └── code │ ├── args.py │ ├── cli.py │ ├── config.py │ ├── data │ ├── clustering.py │ ├── meta.py │ ├── pipeline.py │ ├── shards.py │ └── shuffle.py │ ├── debug.py │ ├── models │ ├── __init__.py │ ├── slowfast.py │ └── vggish.py │ ├── mps │ ├── __init__.py │ ├── distributed.py │ └── multiprocessing.py │ ├── process_batch.py │ ├── run.sh │ ├── run_clustering.py │ ├── save.py │ ├── script.py │ ├── sgd_clustering.py │ └── utils.py ├── correspondence_retrieval ├── README.md ├── code │ ├── analysis.py │ ├── args.py │ ├── cli.py │ ├── cluster_pairing.py │ ├── clustering.py │ ├── common.py │ ├── compare_shards.py │ ├── derangement │ │ ├── __init__.py │ │ ├── _derangement_backup.py │ │ ├── common.py │ │ ├── derangement.py │ │ ├── sample_level.py │ │ ├── sharded_derangement.py │ │ └── split.py │ ├── feature.py │ ├── grid_search.py │ ├── image_datasets.py │ ├── image_pair_data.py │ ├── measures │ │ ├── __init__.py │ │ ├── batch.py │ │ ├── contrastive.py │ │ ├── custom_measure.py │ │ ├── dataloaders.py │ │ ├── dmc.py │ │ ├── efficient.py │ │ ├── efficient_pair.py │ │ ├── mem_mi.py │ │ ├── metric.py │ │ ├── mi_gpu.py │ │ ├── mutual_information.py │ │ └── pca.py │ ├── model.py │ ├── optimization │ │ ├── __init__.py │ │ ├── celf.py │ │ ├── efficient.py │ │ └── greedy.py │ ├── pair_weights.py │ ├── pca.py │ ├── prepare.py │ ├── print_weight_pairs.py │ ├── run.py │ ├── run.sh │ ├── run_single.py │ ├── search_targets │ │ ├── algorithms │ │ │ ├── contrastive.json │ │ │ ├── ours.json │ │ │ ├── ours_split.json │ │ │ ├── pca.json │ │ │ └── penultimate.json │ │ ├── default.json │ │ ├── experiments │ │ │ ├── ablation_greedy.json │ │ │ ├── default.json │ │ │ ├── exp1_baselines.json │ │ │ ├── exp1_baselines_more_epochs.json │ │ │ ├── exp1_contrastive.json │ │ │ ├── exp1_contrastive_mnist_cifar.json │ │ │ ├── exp2_batch.json │ │ │ ├── exp3_ncentroids.json │ │ │ ├── exp4_parallelization.json │ │ │ ├── exp5_pairing.json │ │ │ ├── exp5_pairing_nobatch.json │ │ │ ├── exp6_sgd_kmeans.json │ │ │ └── sub_exp3_ncentroids.json │ │ ├── rebuttal │ │ │ ├── batch_ratio.json │ │ │ ├── pairing_weights.json │ │ │ ├── pairing_weights_more_ranges.json │ │ │ └── pairing_weights_sanity.json │ │ └── supplements │ │ │ ├── faiss.json │ │ │ └── scores.json │ ├── sgd_clustering.py │ ├── start_indices.py │ ├── utils.py │ └── video_pair_data.py └── download_datasets.py ├── evaluation ├── README.md ├── code │ ├── classify_net.py │ ├── config.py │ ├── configs │ │ ├── acav │ │ │ └── config.yaml │ │ ├── esc50 │ │ │ └── config.yaml │ │ ├── kinetics-sounds │ │ │ └── config.yaml │ │ └── ucf101 │ │ │ └── config.yaml │ ├── contrast_net.py │ ├── data │ │ ├── __init__.py │ │ ├── acav.py │ │ ├── build.py │ │ ├── contrast.py │ │ ├── esc50.py │ │ ├── kinetics_sounds.py │ │ ├── loader.py │ │ ├── transform.py │ │ ├── ucf101.py │ │ └── utils.py │ ├── dataset.py │ ├── loader_validation.py │ ├── models │ │ ├── __init__.py │ │ ├── audio_head_helper.py │ │ ├── audio_model_builder.py │ │ ├── audio_resnet_helper.py │ │ ├── audio_stem_helper.py │ │ ├── build.py │ │ ├── classify.py │ │ ├── contrast.py │ │ ├── head_helper.py │ │ ├── optimizer.py │ │ ├── resnet_helper.py │ │ ├── stem_helper.py │ │ ├── utils.py │ │ └── video_model_builder.py │ ├── run_net.py │ └── utils │ │ ├── checkpoint.py │ │ ├── distributed.py │ │ ├── logging.py │ │ ├── lr_policy.py │ │ ├── meters.py │ │ ├── metrics.py │ │ ├── misc.py │ │ ├── multiprocessing.py │ │ └── weight_init_helper.py ├── download_checkpoint.py ├── download_esc50.py ├── download_ks.py └── download_ucf101.py ├── examples ├── metadata.tsv └── output.csv ├── feature_extraction ├── README.md ├── check_output.py └── code │ ├── args.py │ ├── build_metadata.py │ ├── bundle.sh │ ├── cli.py │ ├── config.py │ ├── data │ ├── ks_loader.py │ ├── loader.py │ ├── meta.py │ ├── metawebdataset.py │ ├── pipeline.py │ ├── preprocess.py │ ├── shards.py │ ├── utils.py │ ├── video.py │ └── webdataset.py │ ├── debug.py │ ├── models │ ├── __init__.py │ ├── slowfast.py │ ├── utils_slowfast │ │ ├── __init__.py │ │ ├── load_model.py │ │ └── process_data.py │ ├── utils_vggish │ │ ├── __init__.py │ │ ├── mel_features.py │ │ └── preprocess.py │ └── vggish.py │ ├── mps │ ├── __init__.py │ ├── distributed.py │ └── multiprocessing.py │ ├── process_batch.py │ ├── run.sh │ ├── run_extraction.py │ ├── save.py │ ├── script.py │ ├── tests │ ├── conftest.py │ └── test_sample.py │ └── utils.py ├── metadata_filtering ├── README.md ├── code │ ├── acav_metadata_filter-0.1.0-py3-none-any.whl │ └── run.sh └── keywords │ ├── animation_keywords.csv │ ├── artist_keywords.csv │ ├── gaming_keywords.csv │ ├── officialvideo_keywords.csv │ └── tutorial_keywords.csv ├── requirements.txt ├── run.sh ├── subset_selection ├── README.md └── code │ ├── args.py │ ├── chunk.py │ ├── chunk_contrastive.py │ ├── cli.py │ ├── clustering.py │ ├── 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