├── LICENSE ├── README.md ├── bdd_coco_plot.py ├── classification ├── CIFAR │ ├── calculate_log.py │ ├── gram_matrics.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── allconv.cpython-38.pyc │ │ │ └── wrn_virtual.cpython-38.pyc │ │ ├── allconv.py │ │ ├── densenet.py │ │ ├── densenet_godin.py │ │ ├── route.py │ │ ├── wrn.py │ │ ├── wrn_godin.py │ │ └── wrn_virtual.py │ ├── run.sh │ ├── snapshots │ │ └── baseline │ │ │ ├── cifar10_wrn_0.1_1000_40_1_10000_baseline_training_results.csv │ │ │ └── cifar10_wrn_baseline_0.1_1000_40_1_10000_epoch_1.pt │ ├── src │ │ └── train.py │ ├── test.py │ ├── test_gram.py │ ├── train.py │ ├── train_virtual.py │ └── train_virtual_dense.py ├── LICENSE ├── README.md ├── demo_figs │ ├── cifar10_vs_svhn.png │ └── energy-ood.png └── utils │ ├── 80mn_cifar_idxs.txt │ ├── __pycache__ │ └── validation_dataset.cpython-38.pyc │ ├── calibration_tools.py │ ├── cifar_resnet.py │ ├── display_results.py │ ├── lsun_loader.py │ ├── score_calculation.py │ ├── svhn_loader.py │ ├── tiny_resnet.py │ ├── tinyimages_80mn_loader.py │ └── validation_dataset.py ├── convert_weight.py ├── detection ├── __init__.py ├── apply_net.py ├── configs │ ├── BDD-Detection │ │ ├── faster-rcnn │ │ │ ├── regnetx.yaml │ │ │ ├── vanilla.yaml │ │ │ └── vos.yaml │ │ └── faster_rcnn_R_50_FPN.yaml │ ├── Base-DETR.yaml │ ├── Base-Inference.yaml │ ├── Base-RCNN-FPN.yaml │ ├── Base-RetinaNet.yaml │ ├── Inference │ │ ├── bayes_od.yaml │ │ ├── bayes_od_mc_dropout.yaml │ │ ├── ensembles_post_nms_mixture_of_gaussians.yaml │ │ ├── ensembles_pre_nms.yaml │ │ ├── mc_dropout_ensembles_post_nms_mixture_of_gaussians.yaml │ │ ├── mc_dropout_ensembles_pre_nms.yaml │ │ └── standard_nms.yaml │ └── VOC-Detection │ │ └── faster-rcnn │ │ ├── regnetx.yaml │ │ ├── vanilla.yaml │ │ └── vos.yaml ├── core │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ └── setup.cpython-38.pyc │ ├── datasets │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── metadata.cpython-38.pyc │ │ │ └── setup_datasets.cpython-38.pyc │ │ ├── convert_openimages_odd_to_coco.py │ │ ├── convert_openimages_to_coco.py │ │ ├── convert_openimages_to_coco_oe.py │ │ ├── convert_voc_to_coco.py │ │ ├── convert_voc_to_coco_id.py │ │ ├── convert_voc_to_coco_ood.py │ │ ├── generate_coco_corrupted_dataset.py │ │ ├── metadata.py │ │ ├── process_coco_ood.py │ │ ├── process_coco_ood_train.py │ │ ├── process_coco_ood_wrt_bdd.py │ │ ├── process_voc.py │ │ ├── process_voc_id.py │ │ ├── process_voc_ood.py │ │ └── setup_datasets.py │ ├── evaluation_tools │ │ ├── __init__.py │ │ ├── evaluation_utils.py │ │ └── scoring_rules.py │ ├── setup.py │ └── visualization_tools │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ └── probabilistic_visualizer.cpython-38.pyc │ │ ├── probabilistic_visualizer.py │ │ └── results_processing_tools.py ├── default_trainer.py ├── default_trainer_gmm.py ├── inference │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── image_corruptions.cpython-38.pyc │ │ ├── inference_core.cpython-38.pyc │ │ ├── inference_utils.cpython-38.pyc │ │ ├── probabilistic_rcnn_predictor.cpython-38.pyc │ │ ├── probabilistic_retinanet_predictor.cpython-38.pyc │ │ └── rcnn_predictor.cpython-38.pyc │ ├── image_corruptions.py │ ├── inference_core.py │ ├── inference_utils.py │ ├── rcnn_predictor.py │ └── retinanet_predictor.py ├── modeling │ ├── Imagelist.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── modeling_utils.cpython-38.pyc │ │ ├── plain_generalized_rcnn_logistic_gmm.cpython-38.pyc │ │ ├── probabilistic_generalized_rcnn.cpython-38.pyc │ │ ├── probabilistic_retinanet.cpython-38.pyc │ │ ├── regnet.cpython-38.pyc │ │ ├── regnet_model.cpython-38.pyc │ │ └── roihead_gmm.cpython-38.pyc │ ├── modeling_utils.py │ ├── plain_generalized_rcnn_logistic_gmm.py │ ├── probabilistic_generalized_rcnn.py │ ├── probabilistic_retinanet.py │ ├── proposal_utils.py │ ├── regnet.py │ 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