├── .flake8 ├── .gitignore ├── ALFM ├── .env.example ├── __init__.py ├── al_train.py ├── checkpoints │ └── .gitkeep ├── conf │ ├── al_train.yaml │ ├── classifier │ │ ├── linear_classifier.yaml │ │ └── residual_adapter.yaml │ ├── dataset │ │ ├── aircraft.yaml │ │ ├── amyloid_beta_bal.yaml │ │ ├── amyloid_beta_unbal.yaml │ │ ├── blood_smear.yaml │ │ ├── cars.yaml │ │ ├── cell_cycle.yaml │ │ ├── cifar10.yaml │ │ ├── cifar100.yaml │ │ ├── colon_polyps.yaml │ │ ├── colorectal_histology.yaml │ │ ├── diabetic_retinopathy.yaml │ │ ├── domainnetreal.yaml │ │ ├── dtd.yaml │ │ ├── flowers.yaml │ │ ├── food101.yaml │ │ ├── ham10000.yaml │ │ ├── heart_failure.yaml │ │ ├── iicbu_hela.yaml │ │ ├── iicbu_lymphoma.yaml │ │ ├── imagenet100.yaml │ │ ├── malaria.yaml │ │ ├── pap_smear_2018.yaml │ │ ├── pap_smear_2019.yaml │ │ ├── patch_camelyon.yaml │ │ ├── pets.yaml │ │ ├── places365.yaml │ │ ├── pollen.yaml │ │ └── svhn.yaml │ ├── feature_extraction.yaml │ ├── hydra │ │ ├── hydra_logging │ │ │ └── rich_logger.yaml │ │ └── job_logging │ │ │ └── rich_logger.yaml │ ├── init_strategy │ │ ├── centroid_init.yaml │ │ ├── probcover_init.yaml │ │ ├── random_init.yaml │ │ └── typiclust_init.yaml │ ├── model │ │ ├── dino_vit_B14.yaml │ │ ├── dino_vit_L14.yaml │ │ ├── dino_vit_S14.yaml │ │ ├── dino_vit_g14.yaml │ │ ├── openclip_vit_B16.yaml │ │ ├── openclip_vit_G14.yaml │ │ ├── openclip_vit_H14.yaml │ │ ├── openclip_vit_L14.yaml │ │ └── openclip_vit_g14.yaml │ └── query_strategy │ │ ├── alfamix.yaml │ │ ├── badge.yaml │ │ ├── bald.yaml │ │ ├── coreset.yaml │ │ ├── dropout.yaml │ │ ├── entropy.yaml │ │ ├── margins.yaml │ │ ├── powerbald.yaml │ │ ├── probcover.yaml │ │ ├── random.yaml │ │ ├── typiclust.yaml │ │ └── uncertainty.yaml ├── download.sh ├── feature_extraction.py ├── logs │ └── .gitkeep └── src │ ├── __init__.py │ ├── classifiers │ ├── __init__.py │ ├── base_classifier.py │ ├── classifier_wrapper.py │ ├── linear_classifier.py │ ├── registry.py │ └── residual_adapter.py │ ├── clustering │ ├── __init__.py │ ├── kmeans.py │ └── label_prop.py │ ├── datasets │ ├── __init__.py │ ├── al_dataset.py │ ├── dataset_wrappers.py │ ├── factory.py │ ├── registry.py │ └── utils.py │ ├── init_strategies │ ├── __init__.py │ ├── base_init.py │ ├── centroid_init.py │ ├── probcover_init.py │ ├── random_init.py │ ├── registry.py │ └── typiclust_init.py │ ├── models │ ├── __init__.py │ ├── backbone_wrapper.py │ ├── factory.py │ └── registry.py │ ├── query_strategies │ ├── __init__.py │ ├── alfamix.py │ ├── badge.py │ ├── bald.py │ ├── base_query.py │ ├── coreset.py │ ├── dropout.py │ ├── entropy.py │ ├── margins.py │ ├── powerbald.py │ ├── probcover.py │ ├── random.py │ ├── registry.py │ ├── typiclust.py │ └── uncertainty.py │ └── run │ ├── __init__.py │ ├── al_train.py │ ├── delete.py │ ├── feature_extraction.py │ └── utils.py ├── LICENSE ├── README.md ├── env.yml └── pyproject.toml /.flake8: -------------------------------------------------------------------------------- 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