├── .gitignore ├── INSTALL.md ├── LICENSE ├── README.md ├── configs ├── coco_cap_det │ ├── mmss.yaml │ ├── student_teacher_mask_rcnn_uncertainty.yaml │ └── zeroshot_mask.yaml └── conceptual_openimages_det │ ├── student_teacher_mask_rcnn_uncertainty.yaml │ └── zeroshot_mask.yaml ├── datasets └── openimages │ └── zero-shot │ ├── openimages_seen_classes_200.json │ └── openimages_unseen_classes_200.json ├── fig └── schematic_figure.png ├── maskrcnn_benchmark ├── __init__.py ├── config │ ├── __init__.py │ ├── defaults.py │ └── paths_catalog.py ├── csrc │ ├── ROIAlign.h │ ├── ROIPool.h │ ├── SigmoidFocalLoss.h │ ├── cpu │ │ ├── ROIAlign_cpu.cpp │ │ ├── nms_cpu.cpp │ │ └── vision.h │ ├── cuda │ │ ├── ROIAlign_cuda.cu │ │ ├── ROIPool_cuda.cu │ │ ├── SigmoidFocalLoss_cuda.cu │ │ ├── deform_conv_cuda.cu │ │ ├── deform_conv_kernel_cuda.cu │ │ ├── deform_pool_cuda.cu │ │ ├── deform_pool_kernel_cuda.cu │ │ ├── nms.cu │ │ └── vision.h │ ├── deform_conv.h │ ├── deform_pool.h │ ├── nms.h │ └── vision.cpp ├── data │ ├── README.md │ ├── __init__.py │ ├── build.py │ ├── collate_batch.py │ ├── datasets │ │ ├── __init__.py │ │ ├── abstract.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── coco_cap_det.py │ │ ├── coco_captions.py │ │ ├── concat_dataset.py │ │ ├── conceptual_cap_det.py │ │ ├── conceptual_captions.py │ │ ├── conceptual_openimages_det.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── cityscapes │ │ │ │ ├── __init__.py │ │ │ │ ├── cityscapes_eval.py │ │ │ │ └── eval_instances.py │ │ │ ├── coco │ │ │ │ ├── __init__.py │ │ │ │ ├── abs_to_coco.py │ │ │ │ ├── coco_eval.py │ │ │ │ └── coco_eval_wrapper.py │ │ │ ├── openimages │ │ │ │ ├── __init__.py │ │ │ │ ├── openimages_coco_eval.py │ │ │ │ └── openimages_eval.py │ │ │ └── voc │ │ │ │ ├── __init__.py │ │ │ │ └── voc_eval.py │ │ ├── helper │ │ │ ├── lvis_v1_categories.py │ │ │ └── parser.py │ │ ├── list_dataset.py │ │ ├── openimages.py │ │ └── voc.py │ ├── samplers │ │ ├── __init__.py │ │ ├── distributed.py │ │ ├── grouped_batch_sampler.py │ │ └── iteration_based_batch_sampler.py │ └── transforms │ │ ├── __init__.py │ │ ├── build.py │ │ └── transforms.py ├── engine │ ├── __init__.py │ ├── bbox_aug.py │ ├── inference.py │ └── trainer.py ├── layers │ ├── __init__.py │ ├── _utils.py │ ├── batch_norm.py │ ├── dcn │ │ ├── __init__.py │ │ ├── deform_conv_func.py │ │ ├── deform_conv_module.py │ │ ├── deform_pool_func.py │ │ └── deform_pool_module.py │ ├── misc.py │ ├── nms.py │ ├── roi_align.py │ ├── roi_pool.py │ ├── sigmoid_focal_loss.py │ └── smooth_l1_loss.py ├── modeling │ ├── __init__.py │ ├── backbone │ │ ├── __init__.py │ │ ├── backbone.py │ │ ├── fbnet.py │ │ ├── fbnet_builder.py │ │ ├── fbnet_modeldef.py │ │ ├── fpn.py │ │ └── resnet.py │ ├── balanced_positive_negative_sampler.py │ ├── box_coder.py │ ├── detector │ │ ├── __init__.py │ │ ├── baselines │ │ │ ├── BA_RPN │ │ │ │ ├── BA_RPN.py │ │ │ │ └── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head.py │ │ │ │ │ └── roi_box_predictors.py │ │ │ │ │ └── roi_heads.py │ │ │ ├── OMP │ │ │ │ ├── OMP.py │ │ │ │ └── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head.py │ │ │ │ │ ├── inference.py │ │ │ │ │ └── roi_box_predictors.py │ │ │ │ │ ├── mask_head │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── mask_head.py │ │ │ │ │ └── roi_mask_predictors.py │ │ │ │ │ └── roi_heads.py │ │ │ ├── SB │ │ │ │ └── SB.py │ │ │ ├── obs │ │ │ │ └── LAB │ │ │ │ │ ├── LAB.py │ │ │ │ │ └── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head.py │ │ │ │ │ ├── inference.py │ │ │ │ │ ├── loss.py │ │ │ │ │ ├── roi_box_feature_extractors.py │ │ │ │ │ └── roi_box_predictors.py │ │ │ │ │ └── roi_heads.py │ │ │ ├── soft_teacher │ │ │ │ ├── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── box_head.py │ │ │ │ │ │ └── loss.py │ │ │ │ │ └── roi_heads.py │ │ │ │ └── soft_teacher.py │ │ │ └── unbiased_teacher │ │ │ │ ├── roi_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── box_head │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head.py │ │ │ │ │ └── loss.py │ │ │ │ └── roi_heads.py │ │ │ │ └── unbiased_teacher.py │ │ ├── detectors.py │ │ ├── generalized_rcnn.py │ │ ├── mmss_gcnn.py │ │ ├── obs │ │ │ └── pseudo_label_generalized_rcnn.py │ │ └── st_generalized_rcnn.py │ ├── language_backbone │ │ ├── __init__.py │ │ ├── obs │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── transformers.py │ │ │ └── word_embedding.py │ │ └── transformers.py │ ├── make_layers.py │ ├── matcher.py │ ├── mmss_heads │ │ ├── __init__.py │ │ ├── grounding_head.py │ │ └── transformer_head.py │ ├── poolers.py │ ├── registry.py │ ├── roi_heads │ │ ├── __init__.py │ │ ├── box_head │ │ │ ├── __init__.py │ │ │ ├── box_head.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ ├── roi_box_feature_extractors.py │ │ │ └── roi_box_predictors.py │ │ ├── keypoint_head │ │ │ ├── __init__.py │ │ │ ├── inference.py │ │ │ ├── keypoint_head.py │ │ │ ├── loss.py │ │ │ ├── roi_keypoint_feature_extractors.py │ │ │ └── roi_keypoint_predictors.py │ │ ├── mask_head │ │ │ ├── __init__.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ ├── mask_head.py │ │ │ ├── roi_mask_feature_extractors.py │ │ │ └── roi_mask_predictors.py │ │ ├── roi_heads.py │ │ └── wsddn_head │ │ │ ├── __init__.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ └── roi_box_predictors.py │ ├── rpn │ │ ├── __init__.py │ │ ├── anchor_generator.py │ │ ├── inference.py │ │ ├── loss.py │ │ ├── retinanet │ │ │ ├── __init__.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ └── retinanet.py │ │ ├── rpn.py │ │ └── utils.py │ └── utils.py ├── solver │ ├── __init__.py │ ├── build.py │ └── lr_scheduler.py ├── structures │ ├── __init__.py │ ├── bounding_box.py │ ├── boxlist_ops.py │ ├── image_list.py │ ├── keypoint.py │ └── segmentation_mask.py └── utils │ ├── README.md │ ├── __init__.py │ ├── c2_model_loading.py │ ├── checkpoint.py │ ├── collect_env.py │ ├── comm.py │ ├── cv2_util.py │ ├── env.py │ ├── imports.py │ ├── logged_module.py │ ├── logger.py │ ├── metric_logger.py │ ├── miscellaneous.py │ ├── model_serialization.py │ ├── model_zoo.py │ ├── registry.py │ └── timer.py ├── preprocess ├── coco │ └── construct_coco_json.py ├── conceptual │ ├── bash_script │ │ └── extract_conceptual_cap_meta.sh │ ├── extract_conceptual_cap_meta.py │ └── merge_conceptual_cap_meta.py └── openimages │ ├── construct_openimages_json.py │ └── openimages2coco │ ├── LICENSE │ ├── README.md │ ├── convert_annotations.py │ ├── convert_predictions.py │ ├── data │ ├── test-rvc2020_sizes-00000-of-00001.csv │ ├── train_sizes-00000-of-00001.csv │ └── validation_sizes-00000-of-00001.csv │ └── utils.py ├── requirements.txt ├── setup.py └── tools ├── test_net.py └── train_net.py /.gitignore: -------------------------------------------------------------------------------- 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