├── LICENSE ├── OOD_OBJ_DET ├── .DS_Store ├── core │ ├── __init__.py │ ├── datasets │ │ ├── __init__.py │ │ ├── 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 │ ├── detr_args.py │ ├── evaluation_tools │ │ ├── __init__.py │ │ ├── evaluation_utils.py │ │ └── scoring_rules.py │ ├── setup.py │ └── visualization_tools │ │ ├── __init__.py │ │ ├── probabilistic_visualizer.py │ │ └── results_processing_tools.py ├── data │ ├── BDD-Detection │ │ └── faster-rcnn │ │ │ ├── regnetx_vanilla │ │ │ └── random_seed_0 │ │ │ │ ├── config.yaml │ │ │ │ ├── last_checkpoint │ │ │ │ └── regnetx_vanilla.yaml │ │ │ └── vanilla │ │ │ └── random_seed_0 │ │ │ ├── config.yaml │ │ │ ├── last_checkpoint │ │ │ └── vanilla.yaml │ └── VOC-Detection │ │ └── faster-rcnn │ │ ├── regnetx_vanilla │ │ └── random_seed_0 │ │ │ ├── config.yaml │ │ │ ├── last_checkpoint │ │ │ └── regnetx_vanilla.yaml │ │ └── vanilla │ │ └── random_seed_0 │ │ ├── config.yaml │ │ ├── last_checkpoint │ │ └── vanilla.yaml ├── evaluation.sh ├── feature_extraction_id.sh ├── feature_extraction_ood.sh ├── inference │ ├── __init__.py │ ├── image_corruptions.py │ ├── inference_core.py │ ├── inference_utils.py │ ├── rcnn_predictor.py │ └── retinanet_predictor.py ├── interface.py ├── modeling │ ├── DETR │ │ ├── .DS_Store │ │ ├── __pycache__ │ │ │ └── default_args.cpython-311.pyc │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── def_matcher.py │ │ │ ├── deformable_detr.py │ │ │ ├── deformable_transformer.py │ │ │ ├── detr.py │ │ │ ├── detr_matcher.py │ │ │ ├── hyper_uniform.py │ │ │ ├── hyperspherical_uniform.py │ │ │ ├── ive.py │ │ │ ├── ops │ │ │ │ ├── functions │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── __pycache__ │ │ │ │ │ │ ├── __init__.cpython-311.pyc │ │ │ │ │ │ └── ms_deform_attn_func.cpython-311.pyc │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ ├── make.sh │ │ │ │ ├── modules │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── __pycache__ │ │ │ │ │ │ ├── __init__.cpython-311.pyc │ │ │ │ │ │ └── ms_deform_attn.cpython-311.pyc │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ ├── setup.py │ │ │ │ ├── src │ │ │ │ │ ├── cpu │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ │ ├── cuda │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ └── vision.cpp │ │ │ │ └── test.py │ │ │ ├── position_encoding.py │ │ │ ├── segmentation.py │ │ │ ├── swav_resnet50.py │ │ │ ├── transformer.py │ │ │ ├── utils.py │ │ │ └── vmf.py │ │ └── util │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── box_ops.cpython-311.pyc │ │ │ └── misc.cpython-311.pyc │ │ │ ├── box_ops.py │ │ │ ├── default_args.py │ │ │ ├── misc.py │ │ │ └── plot_utils.py │ ├── Imagelist.py │ ├── __init__.py │ ├── modeling_utils.py │ ├── plain_generalized_rcnn_logistic_gmm.py │ ├── probabilistic_generalized_rcnn.py │ ├── probabilistic_retinanet.py │ ├── proposal_utils.py │ ├── regnet.py │ ├── regnet_model.py │ └── roihead_gmm.py ├── offline_evaluation │ ├── __init__.py │ ├── average_metrics_over_iou_thresholds.py │ ├── compute_average_precision.py │ ├── compute_calibration_errors.py │ ├── compute_ood_probabilistic_metrics.py │ └── compute_probabilistic_metrics.py ├── scripts │ ├── .DS_Store │ ├── DETR.py │ ├── RCNN.py │ ├── eval.py │ ├── extract.py │ ├── extract_id.py │ ├── extract_ood.py │ ├── shared │ │ ├── datasets.py │ │ ├── metaclassifier.py │ │ ├── metric_utils.py │ │ └── tracker.py │ └── train.py └── train.sh ├── README.md ├── detection └── configs │ ├── BDD-Detection │ └── faster-rcnn │ │ └── vanilla.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 │ └── vanilla.yaml ├── pages └── figure_main.gif ├── requirements.txt ├── requirements.yml └── tools └── align_ood_info.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/CVMI-Lab/SyncOOD/HEAD/LICENSE -------------------------------------------------------------------------------- /OOD_OBJ_DET/.DS_Store: -------------------------------------------------------------------------------- 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