├── 1dregression ├── 1 │ ├── datasets.py │ ├── dsm_eval.py │ ├── dsm_train.py │ ├── dsm_viz.py │ ├── ground_truth.png │ ├── kldis_eval.py │ ├── kldis_train.py │ ├── kldis_viz.py │ ├── mlis_eval.py │ ├── mlis_train.py │ ├── mlis_viz.py │ ├── mlmcmcL16_eval.py │ ├── mlmcmcL16_train.py │ ├── mlmcmcL16_viz.py │ ├── model.py │ ├── nce+_eval.py │ ├── nce+_train.py │ ├── nce+_viz.py │ ├── nce_eval.py │ ├── nce_train.py │ ├── nce_viz.py │ ├── sm_eval.py │ ├── sm_train.py │ └── sm_viz.py ├── 2 │ ├── datasets.py │ ├── dsm_eval.py │ ├── dsm_train.py │ ├── dsm_viz.py │ ├── ground_truth.png │ ├── kldis_eval.py │ ├── kldis_train.py │ ├── kldis_viz.py │ ├── mlis_eval.py │ ├── mlis_train.py │ ├── mlis_viz.py │ ├── mlmcmcL16_eval.py │ ├── mlmcmcL16_train.py │ ├── mlmcmcL16_viz.py │ ├── model.py │ ├── nce+_eval.py │ ├── nce+_train.py │ ├── nce+_viz.py │ ├── nce_eval.py │ ├── nce_train.py │ ├── nce_viz.py │ ├── sm_eval.py │ ├── sm_train.py │ └── sm_viz.py └── training_logs │ ├── model_1-dsm │ └── pred_dens_epoch_76.png │ ├── model_1-kldis │ └── pred_dens_epoch_76.png │ ├── model_1-mlis │ └── pred_dens_epoch_76.png │ ├── model_1-mlmcmcL16 │ └── pred_dens_epoch_76.png │ ├── model_1-nce+ │ └── pred_dens_epoch_76.png │ ├── model_1-nce │ └── pred_dens_epoch_76.png │ ├── model_1-sm │ └── pred_dens_epoch_76.png │ ├── model_2-dsm │ └── pred_dens_epoch_76.png │ ├── model_2-kldis │ └── pred_dens_epoch_76.png │ ├── model_2-mlis │ └── pred_dens_epoch_76.png │ ├── model_2-mlmcmcL16 │ └── pred_dens_epoch_76.png │ ├── model_2-nce+ │ └── pred_dens_epoch_76.png │ ├── model_2-nce │ └── pred_dens_epoch_76.png │ └── model_2-sm │ └── pred_dens_epoch_76.png ├── LICENSE ├── README.md ├── detection ├── ABSTRACTIONS.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── INSTALL.md ├── LICENSE ├── MODEL_ZOO.md ├── README.md ├── TROUBLESHOOTING.md ├── configs │ ├── caffe2 │ │ ├── e2e_faster_rcnn_R_101_FPN_1x_caffe2.yaml │ │ ├── e2e_faster_rcnn_R_50_C4_1x_caffe2.yaml │ │ ├── e2e_faster_rcnn_R_50_FPN_1x_caffe2.yaml │ │ ├── e2e_faster_rcnn_X_101_32x8d_FPN_1x_caffe2.yaml │ │ ├── e2e_keypoint_rcnn_R_50_FPN_1x_caffe2.yaml │ │ ├── e2e_mask_rcnn_R_101_FPN_1x_caffe2.yaml │ │ ├── e2e_mask_rcnn_R_50_C4_1x_caffe2.yaml │ │ ├── e2e_mask_rcnn_R_50_FPN_1x_caffe2.yaml │ │ ├── e2e_mask_rcnn_X-152-32x8d-FPN-IN5k_1.44x_caffe2.yaml │ │ └── e2e_mask_rcnn_X_101_32x8d_FPN_1x_caffe2.yaml │ ├── cityscapes │ │ ├── README.md │ │ ├── e2e_faster_rcnn_R_50_FPN_1x_cocostyle.yaml │ │ └── e2e_mask_rcnn_R_50_FPN_1x_cocostyle.yaml │ ├── dcn │ │ ├── README.md │ │ ├── e2e_faster_rcnn_dconv_R_50_FPN_1x.yaml │ │ ├── e2e_faster_rcnn_mdconv_R_50_FPN_1x.yaml │ │ ├── e2e_mask_rcnn_dconv_R_50_FPN_1x.yaml │ │ └── e2e_mask_rcnn_mdconv_R_50_FPN_1x.yaml │ ├── dsm_eval_test-dev.yaml │ ├── dsm_eval_val.yaml │ ├── dsm_train.yaml │ ├── gn_baselines │ │ ├── README.md │ │ ├── e2e_faster_rcnn_R_50_FPN_1x_gn.yaml │ │ ├── e2e_faster_rcnn_R_50_FPN_Xconv1fc_1x_gn.yaml │ │ ├── e2e_mask_rcnn_R_50_FPN_1x_gn.yaml │ │ ├── e2e_mask_rcnn_R_50_FPN_Xconv1fc_1x_gn.yaml │ │ ├── scratch_e2e_faster_rcnn_R_50_FPN_3x_gn.yaml │ │ ├── scratch_e2e_faster_rcnn_R_50_FPN_Xconv1fc_3x_gn.yaml │ │ ├── scratch_e2e_mask_rcnn_R_50_FPN_3x_gn.yaml │ │ └── scratch_e2e_mask_rcnn_R_50_FPN_Xconv1fc_3x_gn.yaml │ ├── kldis_eval_test-dev.yaml │ ├── kldis_eval_val.yaml │ ├── kldis_train.yaml │ ├── mlis_eval_test-dev.yaml │ ├── mlis_eval_val.yaml │ ├── mlis_train.yaml │ ├── mlmcmcL8_eval_test-dev.yaml │ ├── mlmcmcL8_eval_val.yaml │ ├── mlmcmcL8_train.yaml │ ├── nce+_eval_pretrained_test-dev.yaml │ ├── nce+_eval_pretrained_val.yaml │ ├── nce+_eval_test-dev.yaml │ ├── nce+_eval_val.yaml │ ├── nce+_train.yaml │ ├── nce_eval_test-dev.yaml │ ├── nce_eval_val.yaml │ ├── nce_train.yaml │ ├── pascal_voc │ │ ├── e2e_faster_rcnn_R_50_C4_1x_1_gpu_voc.yaml │ │ ├── e2e_faster_rcnn_R_50_C4_1x_4_gpu_voc.yaml │ │ └── e2e_mask_rcnn_R_50_FPN_1x_cocostyle.yaml │ ├── quick_schedules │ │ ├── e2e_faster_rcnn_R_50_C4_quick.yaml │ │ ├── e2e_faster_rcnn_R_50_FPN_quick.yaml │ │ ├── e2e_faster_rcnn_X_101_32x8d_FPN_quick.yaml │ │ ├── e2e_keypoint_rcnn_R_50_FPN_quick.yaml │ │ ├── e2e_mask_rcnn_R_50_C4_quick.yaml │ │ ├── e2e_mask_rcnn_R_50_FPN_quick.yaml │ │ ├── e2e_mask_rcnn_X_101_32x8d_FPN_quick.yaml │ │ ├── rpn_R_50_C4_quick.yaml │ │ └── rpn_R_50_FPN_quick.yaml │ ├── retinanet │ │ ├── retinanet_R-101-FPN_1x.yaml │ │ ├── retinanet_R-101-FPN_P5_1x.yaml │ │ ├── retinanet_R-50-FPN_1x.yaml │ │ ├── retinanet_R-50-FPN_1x_quick.yaml │ │ ├── retinanet_R-50-FPN_P5_1x.yaml │ │ └── retinanet_X_101_32x8d_FPN_1x.yaml │ └── test_time_aug │ │ └── e2e_mask_rcnn_R_50_FPN_1x.yaml ├── demo │ ├── Mask_R-CNN_demo.ipynb │ ├── README.md │ ├── demo_e2e_mask_rcnn_R_50_FPN_1x.png │ ├── demo_e2e_mask_rcnn_X_101_32x8d_FPN_1x.png │ ├── panoptic_segmentation_shapes_dataset_demo.ipynb │ ├── predictor.py │ ├── shapes_dataset_demo.ipynb │ ├── shapes_pruning.ipynb │ ├── test_iounet.py │ └── webcam.py ├── docker │ ├── Dockerfile │ └── docker-jupyter │ │ ├── Dockerfile │ │ └── jupyter_notebook_config.py ├── maskrcnn_benchmark │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── defaults.py │ │ ├── paths_catalog.py │ │ └── paths_catalog_default.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 │ │ │ ├── coco.py │ │ │ ├── concat_dataset.py │ │ │ ├── evaluation │ │ │ │ ├── __init__.py │ │ │ │ ├── coco │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── coco_eval.py │ │ │ │ └── voc │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── voc_eval.py │ │ │ ├── list_dataset.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 │ │ ├── nms_iou.py │ │ ├── prpool.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 │ │ │ ├── detectors.py │ │ │ └── generalized_rcnn.py │ │ ├── make_layers.py │ │ ├── matcher.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 │ │ │ ├── box_un_head │ │ │ │ ├── __init__.py │ │ │ │ ├── box_un_head.py │ │ │ │ ├── inference.py │ │ │ │ ├── loss.py │ │ │ │ ├── roi_box_un_feature_extractors.py │ │ │ │ └── roi_box_un_predictors.py │ │ │ ├── iou_head │ │ │ │ ├── __init__.py │ │ │ │ ├── inference.py │ │ │ │ ├── iou_head.py │ │ │ │ ├── loss.py │ │ │ │ ├── roi_iou_feature_extractors.py │ │ │ │ └── roi_iou_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 │ │ ├── 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 │ │ ├── logger.py │ │ ├── metric_logger.py │ │ ├── miscellaneous.py │ │ ├── model_serialization.py │ │ ├── model_zoo.py │ │ ├── registry.py │ │ └── timer.py ├── requirements.txt ├── setup.py ├── tests │ ├── checkpoint.py │ ├── env_tests │ │ └── env.py │ ├── test_backbones.py │ ├── test_box_coder.py │ ├── test_configs.py │ ├── test_data_samplers.py │ ├── test_detectors.py │ ├── test_fbnet.py │ ├── test_feature_extractors.py │ ├── test_metric_logger.py │ ├── test_nms.py │ ├── test_predictors.py │ ├── test_rpn_heads.py │ ├── test_segmentation_mask.py │ └── utils.py ├── tools │ ├── cityscapes │ │ ├── convert_cityscapes_to_coco.py │ │ └── instances2dict_with_polygons.py │ ├── test_net.py │ └── train_net.py └── util_scripts │ ├── currentjobs │ ├── gpu2cpu_affinity.py │ ├── job.sh │ ├── job_template.sh │ └── startjob └── ebms_regression.png /1dregression/1/datasets.py: -------------------------------------------------------------------------------- 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