├── .gitignore ├── Datasets ├── OI-V4 │ └── Category_Type_Info.json ├── OI-V6 │ └── Category_Type_Info.json └── VG │ └── Category_Type_Info.json ├── README.md ├── configs ├── relHetSGG_oi_v4.yaml ├── relHetSGG_oi_v6.yaml ├── relHetSGG_vg.yaml └── relHetSGGp_vg.yaml ├── hetsgg.egg-info ├── PKG-INFO ├── SOURCES.txt ├── dependency_links.txt └── top_level.txt ├── hetsgg ├── __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 │ ├── __init__.py │ ├── build.py │ ├── collate_batch.py │ ├── datasets │ │ ├── __init__.py │ │ ├── bi_lvl_rsmp.py │ │ ├── coco.py │ │ ├── concat_dataset.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── coco │ │ │ │ ├── __init__.py │ │ │ │ └── coco_eval.py │ │ │ ├── oi │ │ │ │ ├── __init__.py │ │ │ │ ├── ap_eval_rel.py │ │ │ │ └── oi_evaluation.py │ │ │ ├── vg │ │ │ │ ├── __init__.py │ │ │ │ ├── sgg_eval.py │ │ │ │ ├── vg_eval.py │ │ │ │ ├── vg_stage_eval_utils.py │ │ │ │ └── zeroshot_triplet.pytorch │ │ │ └── voc │ │ │ │ ├── __init__.py │ │ │ │ └── voc_eval.py │ │ ├── list_dataset.py │ │ ├── open_image.py │ │ ├── visual_genome.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 │ ├── entropy_loss.py │ ├── kl_div_loss.py │ ├── label_smoothing_loss.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 │ │ └── vgg.py │ ├── balanced_positive_negative_sampler.py │ ├── box_coder.py │ ├── detector │ │ ├── __init__.py │ │ ├── detectors.py │ │ └── generalized_rcnn.py │ ├── make_layers.py │ ├── matcher.py │ ├── poolers.py │ ├── registry.py │ ├── roi_heads │ │ ├── __init__.py │ │ ├── attribute_head │ │ │ ├── __init__.py │ │ │ ├── attribute_head.py │ │ │ ├── loss.py │ │ │ ├── roi_attribute_feature_extractors.py │ │ │ └── roi_attribute_predictors.py │ │ ├── box_head │ │ │ ├── __init__.py │ │ │ ├── box_head.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ ├── roi_box_feature_extractors.py │ │ │ ├── roi_box_predictors.py │ │ │ └── sampling.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 │ │ ├── relation_head │ │ │ ├── __init__.py │ │ │ ├── classifier.py │ │ │ ├── inference.py │ │ │ ├── loss.py │ │ │ ├── model_HetSGG.py │ │ │ ├── model_HetSGGplus.py │ │ │ ├── model_kern.py │ │ │ ├── model_motifs.py │ │ │ ├── model_msg_passing.py │ │ │ ├── rel_proposal_network │ │ │ │ ├── __init__.py │ │ │ │ ├── loss.py │ │ │ │ └── models.py │ │ │ ├── relation_head.py │ │ │ ├── roi_relation_feature_extractors.py │ │ │ ├── roi_relation_predictors.py │ │ │ ├── sampling.py │ │ │ ├── utils_motifs.py │ │ │ └── utils_relation.py │ │ └── roi_heads.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 │ ├── __init__.py │ ├── c2_model_loading.py │ ├── checkpoint.py │ ├── collect_env.py │ ├── comm.py │ ├── cv2_util.py │ ├── env.py │ ├── global_buffer.py │ ├── imports.py │ ├── logger.py │ ├── metric_logger.py │ ├── miscellaneous.py │ ├── model_serialization.py │ ├── model_zoo.py │ ├── registry.py │ ├── timer.py │ └── visualize_graph.py ├── setup.py ├── shell ├── hetsgg_test.sh ├── hetsgg_train_predcls_vg.sh ├── hetsgg_train_sgcls_vg.sh ├── hetsgg_train_sggen_oi.sh └── hetsgg_train_sggen_vg.sh └── tools ├── cityscapes ├── convert_cityscapes_to_coco.py └── instances2dict_with_polygons.py ├── detector_pretest_net.py ├── detector_pretrain_net.py ├── relation_test_net.py ├── relation_train_net.py └── runner.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/KanghoonYoon/hetsgg-torch/HEAD/.gitignore -------------------------------------------------------------------------------- /Datasets/OI-V4/Category_Type_Info.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/KanghoonYoon/hetsgg-torch/HEAD/Datasets/OI-V4/Category_Type_Info.json -------------------------------------------------------------------------------- /Datasets/OI-V6/Category_Type_Info.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/KanghoonYoon/hetsgg-torch/HEAD/Datasets/OI-V6/Category_Type_Info.json 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