├── .github ├── actions │ ├── linting-checks │ │ └── action.yaml │ └── system-test │ │ └── action.yaml └── workflows │ ├── assign_issue_to_project.yml │ ├── daily_drift_checks.yml │ ├── post_merge_checks.yml │ ├── pre_merge_ci.yml │ ├── publish_pypi.yml │ └── standup_bot.yml ├── .gitignore ├── .readthedocs.yaml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── __main__.py ├── cicd_requirements.txt ├── docs ├── Makefile ├── _templates │ ├── base.rst │ ├── class.rst │ ├── module.rst │ └── page.html ├── make.bat └── source │ ├── _static │ └── css │ │ └── pkdk.css │ ├── assets │ ├── api │ │ ├── checkerboard.png │ │ ├── legend.png │ │ └── undistort.png │ ├── charts │ │ ├── tensorrt_agx_movenet_fps.png │ │ ├── tensorrt_agx_yolox_fps.png │ │ ├── tensorrt_nx_movenet_fps.png │ │ └── tensorrt_nx_yolox_fps.png │ ├── diagrams │ │ ├── node_types.drawio.svg │ │ ├── viewer_cat_computer.png │ │ └── yolo_demo.drawio.svg │ ├── getting_started │ │ ├── default_pipeline.gif │ │ └── verify_install.gif │ ├── peekingduck.png │ ├── peekingduck.svg │ ├── tutorials │ │ ├── PCB_defect.png │ │ ├── augment_brightness.png │ │ ├── automated_inspection.png │ │ ├── bbox_image_coords.png │ │ ├── casting_predictions_csv.png │ │ ├── casting_predictions_viz.png │ │ ├── normal_vs_defective.png │ │ ├── ss_cat_computer.png │ │ ├── ss_custom_nodes_1.png │ │ ├── ss_custom_nodes_2.png │ │ ├── ss_highway_cars.png │ │ ├── ss_object_detection.png │ │ ├── ss_people_walking_1.png │ │ ├── ss_people_walking_2.png │ │ ├── ss_pkd_nodes.png │ │ ├── ss_pose_estimation.png │ │ ├── training_results.png │ │ ├── viewer_main.png │ │ └── viewer_playlist.png │ └── use_cases │ │ ├── coordinates_explanation.png │ │ ├── crowd_counting.gif │ │ ├── distance_estimation.png │ │ ├── ducks_demo.gif │ │ ├── face_mask_detection.gif │ │ ├── group_size_checking.gif │ │ ├── object_counting_over_time.gif │ │ ├── object_counting_present.gif │ │ ├── people_counting_over_time.gif │ │ ├── posenet_demo.gif │ │ ├── privacy_protection_faces.gif │ │ ├── privacy_protection_faces_comparison.jpg │ │ ├── privacy_protection_license_plates.gif │ │ ├── privacy_protection_license_plates_comparison.jpg │ │ ├── privacy_protection_people_screens.gif │ │ ├── social_distancing.gif │ │ ├── yolo_demo.gif │ │ └── zone_counting.gif │ ├── conf.py │ ├── ecosystem │ ├── index.rst │ └── viewer.rst │ ├── edge_ai │ └── index.rst │ ├── faq.rst │ ├── getting_started │ ├── 01_convention.rst │ ├── 02_standard_install.rst │ ├── 03_custom_install.rst │ └── index.rst │ ├── glossary.rst │ ├── include │ ├── collapsible_toc.rst │ ├── data_type.rst │ └── substitution.rst │ ├── index.rst │ ├── master.rst │ ├── resources │ ├── 01a_object_detection.rst │ ├── 01b_pose_estimation.rst │ ├── 01c_object_tracking.rst │ ├── 01d_crowd_counting.rst │ ├── 01e_instance_segmentation.rst │ ├── 02_bibliography.rst │ └── index.rst │ ├── tutorials │ ├── 01_hello_cv.rst │ ├── 02_duck_confit.rst │ ├── 03_custom_nodes.rst │ ├── 04_peaking_duck.rst │ ├── 05_calling_peekingduck_in_python.rst │ ├── 06_using_your_own_models.rst │ └── index.rst │ └── use_cases │ ├── _template_use_case.rst │ ├── crowd_counting.rst │ ├── face_mask_detection.rst │ ├── group_size_checking.rst │ ├── index.rst │ ├── object_counting_over_time.rst │ ├── object_counting_present.rst │ ├── people_counting_over_time.rst │ ├── privacy_protection_faces.rst │ ├── privacy_protection_license_plates.rst │ ├── privacy_protection_people_screens.rst │ ├── social_distancing.rst │ └── zone_counting.rst ├── lint_requirements.txt ├── notebooks └── calling_peekingduck_in_python.ipynb ├── peekingduck ├── __init__.py ├── cli.py ├── commands │ ├── __init__.py │ ├── core.py │ ├── create_node.py │ ├── create_node_helper.py │ └── nodes.py ├── config_loader.py ├── configs │ ├── augment │ │ ├── brightness.yml │ │ ├── contrast.yml │ │ └── undistort.yml │ ├── dabble │ │ ├── bbox_count.yml │ │ ├── bbox_to_3d_loc.yml │ │ ├── bbox_to_btm_midpoint.yml │ │ ├── camera_calibration.yml │ │ ├── check_large_groups.yml │ │ ├── check_nearby_objs.yml │ │ ├── fps.yml │ │ ├── group_nearby_objs.yml │ │ ├── keypoints_to_3d_loc.yml │ │ ├── statistics.yml │ │ ├── tracking.yml │ │ └── zone_count.yml │ ├── draw │ │ ├── bbox.yml │ │ ├── blur_bbox.yml │ │ ├── btm_midpoint.yml │ │ ├── group_bbox_and_tag.yml │ │ ├── heat_map.yml │ │ ├── instance_mask.yml │ │ ├── legend.yml │ │ ├── mosaic_bbox.yml │ │ ├── poses.yml │ │ ├── tag.yml │ │ └── zones.yml │ ├── input │ │ └── visual.yml │ ├── model │ │ ├── csrnet.yml │ │ ├── efficientdet.yml │ │ ├── fairmot.yml │ │ ├── hrnet.yml │ │ ├── jde.yml │ │ ├── mask_rcnn.yml │ │ ├── movenet.yml │ │ ├── mtcnn.yml │ │ ├── posenet.yml │ │ ├── yolact_edge.yml │ │ ├── yolo.yml │ │ ├── yolo_face.yml │ │ ├── yolo_license_plate.yml │ │ └── yolox.yml │ ├── node_template.yml │ └── output │ │ ├── csv_writer.yml │ │ ├── media_writer.yml │ │ └── screen.yml ├── declarative_loader.py ├── optional_requirements.txt ├── pipeline │ ├── __init__.py │ ├── nodes │ │ ├── __init__.py │ │ ├── abstract_node.py │ │ ├── augment │ │ │ ├── __init__.py │ │ │ ├── brightness.py │ │ │ ├── contrast.py │ │ │ └── undistort.py │ │ ├── base.py │ │ ├── dabble │ │ │ ├── __init__.py │ │ │ ├── bbox_count.py │ │ │ ├── bbox_to_3d_loc.py │ │ │ ├── bbox_to_btm_midpoint.py │ │ │ ├── camera_calibration.py │ │ │ ├── check_large_groups.py │ │ │ ├── check_nearby_objs.py │ │ │ ├── fps.py │ │ │ ├── group_nearby_objs.py │ │ │ ├── keypoints_to_3d_loc.py │ │ │ ├── statistics.py │ │ │ ├── statisticsv1 │ │ │ │ ├── __init__.py │ │ │ │ └── utils.py │ │ │ ├── tracking.py │ │ │ ├── trackingv1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── detection_tracker.py │ │ │ │ └── tracking_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── iou_tracker.py │ │ │ │ │ ├── opencv_tracker.py │ │ │ │ │ ├── track.py │ │ │ │ │ └── utils.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ └── quick_find.py │ │ │ ├── zone_count.py │ │ │ └── zoningv1 │ │ │ │ ├── __init__.py │ │ │ │ └── zone.py │ │ ├── draw │ │ │ ├── __init__.py │ │ │ ├── bbox.py │ │ │ ├── blur_bbox.py │ │ │ ├── btm_midpoint.py │ │ │ ├── group_bbox_and_tag.py │ │ │ ├── heat_map.py │ │ │ ├── instance_mask.py │ │ │ ├── legend.py │ │ │ ├── mosaic_bbox.py │ │ │ ├── poses.py │ │ │ ├── tag.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox.py │ │ │ │ ├── constants.py │ │ │ │ ├── general.py │ │ │ │ ├── legend.py │ │ │ │ ├── pose.py │ │ │ │ └── zone.py │ │ │ └── zones.py │ │ ├── input │ │ │ ├── __init__.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── png_reader.py │ │ │ │ ├── preprocess.py │ │ │ │ └── read.py │ │ │ └── visual.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── csrnet.py │ │ │ ├── csrnetv1 │ │ │ │ ├── LICENSE.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── csrnet_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── predictor.py │ │ │ │ └── csrnet_model.py │ │ │ ├── efficientdet.py │ │ │ ├── efficientdet_d04 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── efficientdet_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── detector.py │ │ │ │ │ └── model_process.py │ │ │ │ └── efficientdet_model.py │ │ │ ├── fairmot.py │ │ │ ├── fairmotv1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── fairmot_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── dcn.py │ │ │ │ │ ├── decoder.py │ │ │ │ │ ├── dla.py │ │ │ │ │ ├── kalman_filter.py │ │ │ │ │ ├── matching.py │ │ │ │ │ ├── network_blocks.py │ │ │ │ │ ├── track.py │ │ │ │ │ ├── tracker.py │ │ │ │ │ └── utils.py │ │ │ │ └── fairmot_model.py │ │ │ ├── hrnet.py │ │ │ ├── hrnetv1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── hrnet_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── detector.py │ │ │ │ │ ├── postprocessing.py │ │ │ │ │ └── preprocessing.py │ │ │ │ └── hrnet_model.py │ │ │ ├── jde.py │ │ │ ├── jdev1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── jde_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── darknet.py │ │ │ │ │ ├── kalman_filter.py │ │ │ │ │ ├── matching.py │ │ │ │ │ ├── network_blocks.py │ │ │ │ │ ├── track.py │ │ │ │ │ ├── tracker.py │ │ │ │ │ └── utils.py │ │ │ │ └── jde_model.py │ │ │ ├── mask_rcnn.py │ │ │ ├── mask_rcnnv1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── mask_rcnn_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbones │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── resnet.py │ │ │ │ │ ├── detection │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── anchor_utils.py │ │ │ │ │ │ ├── backbone_utils.py │ │ │ │ │ │ ├── detection_utils.py │ │ │ │ │ │ ├── faster_rcnn.py │ │ │ │ │ │ ├── generalized_rcnn.py │ │ │ │ │ │ ├── image_list.py │ │ │ │ │ │ ├── mask_rcnn.py │ │ │ │ │ │ ├── roi_heads.py │ │ │ │ │ │ ├── rpn.py │ │ │ │ │ │ └── transform.py │ │ │ │ │ ├── detector.py │ │ │ │ │ └── ops │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── boxes.py │ │ │ │ │ │ ├── feature_pyramid_network.py │ │ │ │ │ │ ├── misc.py │ │ │ │ │ │ ├── poolers.py │ │ │ │ │ │ └── roi_align.py │ │ │ │ └── mask_rcnn_model.py │ │ │ ├── master_map.yml │ │ │ ├── movenet.py │ │ │ ├── movenetv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── movenet_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── predictor.py │ │ │ │ └── movenet_model.py │ │ │ ├── mtcnn.py │ │ │ ├── mtcnnv1 │ │ │ │ ├── LICENSE.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── mtcnn_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── detector.py │ │ │ │ │ └── graph_functions.py │ │ │ │ └── mtcnn_model.py │ │ │ ├── posenet.py │ │ │ ├── posenetv1 │ │ │ │ ├── LICENSE.txt │ │ │ │ ├── NOTICE.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── posenet_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── constants.py │ │ │ │ │ ├── decode.py │ │ │ │ │ ├── decode_multi.py │ │ │ │ │ ├── detector.py │ │ │ │ │ ├── predictor.py │ │ │ │ │ └── preprocessing.py │ │ │ │ └── posenet_model.py │ │ │ ├── yolact_edge.py │ │ │ ├── yolact_edgev1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── yolact_edge_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbone.py │ │ │ │ │ ├── detector.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── utils.py │ │ │ │ └── yolact_edge_model.py │ │ │ ├── yolo.py │ │ │ ├── yolo_face.py │ │ │ ├── yolo_license_plate.py │ │ │ ├── yolov4 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── yolo_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── detector.py │ │ │ │ └── yolo_model.py │ │ │ ├── yolov4_face │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── yolo_face_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── detector.py │ │ │ │ └── yolo_face_model.py │ │ │ ├── yolov4_license_plate │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── yolo_license_plate_files │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── detector.py │ │ │ │ └── yolo_license_plate_model.py │ │ │ ├── yolox.py │ │ │ └── yoloxv1 │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── yolox_files │ │ │ │ ├── __init__.py │ │ │ │ ├── darknet.py │ │ │ │ ├── detector.py │ │ │ │ ├── model.py │ │ │ │ ├── network_blocks.py │ │ │ │ ├── trt_model.py │ │ │ │ └── utils.py │ │ │ │ └── yolox_model.py │ │ ├── node.py │ │ ├── node_template.py │ │ └── output │ │ │ ├── __init__.py │ │ │ ├── csv_writer.py │ │ │ ├── media_writer.py │ │ │ ├── screen.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── csvlogger.py │ ├── pipeline.py │ └── utils │ │ ├── __init__.py │ │ └── bbox │ │ ├── __init__.py │ │ └── transforms.py ├── runner.py ├── utils │ ├── __init__.py │ ├── deprecation.py │ ├── detect_id_mapper.py │ ├── graph_functions.py │ ├── logger.py │ └── requirement_checker.py └── viewer │ ├── PeekingDuckLogo.png │ ├── __init__.py │ ├── playlist.py │ ├── single_column_view.py │ ├── viewer.py │ ├── viewer_gui.py │ └── viewer_utils.py ├── pipeline_config.yml ├── pyproject.toml ├── requirements.txt ├── scripts ├── bandit.sh ├── benchmarks │ ├── pytorch │ │ ├── run_yolox_large_multi.yml │ │ ├── run_yolox_large_single.yml │ │ ├── run_yolox_medium_multi.yml │ │ ├── run_yolox_medium_single.yml │ │ ├── run_yolox_small_multi.yml │ │ ├── run_yolox_small_single.yml │ │ ├── run_yolox_tiny_multi.yml │ │ └── run_yolox_tiny_single.yml │ ├── readme.txt │ ├── run_benchmarks.sh │ ├── tensorflow │ │ ├── run_multipose_lightning.yml │ │ ├── run_singlepose_lightning.yml │ │ └── run_singlepose_thunder.yml │ └── tensorrt │ │ ├── run_multipose_lightning.yml │ │ ├── run_singlepose_lightning.yml │ │ ├── run_singlepose_thunder.yml │ │ ├── run_yolox_large_multi.yml │ │ ├── run_yolox_large_single.yml │ │ ├── run_yolox_medium_multi.yml │ │ ├── run_yolox_medium_single.yml │ │ ├── run_yolox_small_multi.yml │ │ ├── run_yolox_small_single.yml │ │ ├── run_yolox_tiny_multi.yml │ │ └── run_yolox_tiny_single.yml ├── check_format.sh ├── check_headers.sh ├── check_links.py ├── check_type.sh ├── converters │ ├── compute_weights_checksum.py │ ├── pytorch_to_onnx │ │ └── convert_yolox_to_onnx.py │ └── tensorflow_to_trt │ │ └── convert_movenet_to_trt.py ├── linter.sh ├── make_new_conda_macos.sh ├── run_tests.sh ├── trigger_standupbot.sh ├── update_version.sh ├── usecase_tests.sh └── webhook_issues.py ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── cli │ ├── __init__.py │ ├── test_cli.py │ ├── test_core.py │ ├── test_create_node.py │ └── test_nodes.py ├── conftest.py ├── data │ ├── camera_calibration │ │ ├── calibration_data.npz │ │ ├── corners_ok.npz │ │ ├── detected_corners.npz │ │ ├── image_too_small.npz │ │ └── not_in_box.npz │ ├── images │ │ ├── black.jpg │ │ ├── checkerboard1.png │ │ ├── checkerboard2.png │ │ ├── crowd1.jpg │ │ ├── crowd2.jpg │ │ ├── draw_instance_mask_image_adjusted_brightness.jpg │ │ ├── draw_instance_mask_image_adjusted_contrast.jpg │ │ ├── draw_instance_mask_image_gamma_correction.jpg │ │ ├── draw_instance_mask_image_unchanged_after_pipeline.jpg │ │ ├── draw_instance_mask_image_with_blur_effect.jpg │ │ ├── draw_instance_mask_image_with_blur_effect_background_area.jpg │ │ ├── draw_instance_mask_image_with_contoured_masks.jpg │ │ ├── draw_instance_mask_image_with_masks.jpg │ │ ├── draw_instance_mask_image_with_mosaic_effect.jpg │ │ ├── draw_instance_mask_original_image.jpg │ │ ├── t1.jpg │ │ ├── t2.jpg │ │ ├── t3.jpg │ │ ├── t4.jpg │ │ ├── tcar1.jpg │ │ ├── tcar3.jpg │ │ ├── tcar4.jpg │ │ └── undistort_before.jpg │ ├── instance_mask │ │ └── draw_instance_mask_inputs.npz │ ├── undistort │ │ └── camera_calibration_coeffs.yml │ ├── user_configs │ │ └── create_node.yml │ ├── user_inputs │ │ └── create_node.yml │ ├── video_sequences │ │ └── two_people_crossing │ │ │ ├── detections.yml │ │ │ ├── seq_0.jpg │ │ │ ├── seq_1.jpg │ │ │ ├── seq_2.jpg │ │ │ ├── seq_3.jpg │ │ │ ├── seq_4.jpg │ │ │ ├── seq_5.jpg │ │ │ ├── seq_6.jpg │ │ │ ├── seq_7.jpg │ │ │ ├── seq_8.jpg │ │ │ └── seq_9.jpg │ └── videos │ │ ├── humans_mot.mp4 │ │ └── wave.mp4 ├── loaders │ ├── __init__.py │ ├── test_config_loader.py │ └── test_declarative_loader.py ├── module_import │ ├── __init__.py │ └── test_module_import.py ├── pipeline │ ├── nodes │ │ ├── __init__.py │ │ ├── augment │ │ │ ├── test_brightness.py │ │ │ ├── test_contrast.py │ │ │ └── test_undistort.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── test_threshold_checker_mixin.py │ │ │ └── test_weights_downloader_mixin.py │ │ ├── dabble │ │ │ ├── __init__.py │ │ │ ├── test_bbox_count.py │ │ │ ├── test_bbox_to_3d_loc.py │ │ │ ├── test_bbox_to_btm_midpoint.py │ │ │ ├── test_camera_calibration.py │ │ │ ├── test_check_large_groups.py │ │ │ ├── test_check_nearby_objs.py │ │ │ ├── test_fps.py │ │ │ ├── test_group_nearby_objs.py │ │ │ ├── test_keypoints_to_3d_loc.py │ │ │ ├── test_statistics.py │ │ │ ├── test_tracking.py │ │ │ └── test_zone_count.py │ │ ├── draw │ │ │ ├── test_bbox.py │ │ │ ├── test_blur_bbox.py │ │ │ ├── test_btm_midpoint.py │ │ │ ├── test_group_bbox_and_tag.py │ │ │ ├── test_heat_map.py │ │ │ ├── test_instance_mask.py │ │ │ ├── test_legend.py │ │ │ ├── test_mosaic_bbox.py │ │ │ ├── test_poses.py │ │ │ ├── test_tag.py │ │ │ └── test_zones.py │ │ ├── input │ │ │ ├── __init__.py │ │ │ ├── test_input_threading.py │ │ │ └── test_visual.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── csrnetv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_csrnet.py │ │ │ │ └── test_groundtruth.yml │ │ │ ├── efficientdet_d04 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_efficientdet.py │ │ │ │ └── test_groundtruth.yml │ │ │ ├── fairmotv1 │ │ │ │ ├── test_fairmot.py │ │ │ │ └── test_tracker.py │ │ │ ├── hrnetv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ ├── test_hrnet.py │ │ │ │ ├── test_postprocessing.py │ │ │ │ └── test_preprocessing.py │ │ │ ├── jdev1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_jde.py │ │ │ │ └── test_tracker.py │ │ │ ├── mask_rcnnv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── mask_rcnn_gt_masks.npz │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_mask_rcnn.py │ │ │ ├── movenetv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ ├── test_movenet.py │ │ │ │ └── test_predictor.py │ │ │ ├── mtcnnv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_mtcnn.py │ │ │ ├── posenetv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── posenet.npz │ │ │ │ ├── test_decode.py │ │ │ │ ├── test_decode_multi.py │ │ │ │ ├── test_detector.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ ├── test_posenet.py │ │ │ │ ├── test_predictor.py │ │ │ │ └── test_preprocessing.py │ │ │ ├── yolact_edgev1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_yolact_edge.py │ │ │ ├── yolov4 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_yolo.py │ │ │ ├── yolov4_face │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_yolo_face.py │ │ │ ├── yolov4_license_plate │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_yolov4_license_plate.py │ │ │ └── yoloxv1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_groundtruth.yml │ │ │ │ └── test_yolox.py │ │ ├── output │ │ │ ├── __init__.py │ │ │ ├── test_csv_writer.py │ │ │ └── test_media_writer.py │ │ └── test_node.py │ └── test_pipeline.py ├── runner │ ├── __init__.py │ └── test_runner.py ├── use_cases │ ├── systest_crowd_counting.yml │ ├── systest_face_mask_detection.yml │ ├── systest_group_size_checking.yml │ ├── systest_object_counting_over_time.yml │ ├── 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