├── .markdownlint.yaml ├── .markdownlintignore ├── .pre-commit-config.yaml ├── 3rd-party.txt ├── CHANGELOG.md ├── LICENSE ├── MANIFEST.in ├── NOTICE ├── README.md ├── contributing.md ├── datum.py ├── docs ├── Makefile ├── README.md ├── images │ ├── behavior_diag1.svg │ ├── behavior_diag2.svg │ ├── behavior_diag3.svg │ ├── build_tree.svg │ ├── centroid.png │ ├── cluster_random.png │ ├── command_diag1.svg │ ├── entropy.png │ ├── project_model.svg │ └── query_clust.png ├── make.bat ├── requirements.txt └── source │ ├── _static │ ├── css │ │ └── custom.css │ ├── datumaro-logo.png │ ├── github_icon.png │ └── redirects │ │ └── guide-homepage-redirect.html │ ├── conf.py │ ├── docs │ ├── command-reference │ │ ├── compare.md │ │ ├── convert.md │ │ ├── detect.md │ │ ├── dinfo.md │ │ ├── download.md │ │ ├── filter.md │ │ ├── format.md │ │ ├── merge.md │ │ ├── overview.rst │ │ ├── patch.md │ │ ├── stats.md │ │ ├── transform.md │ │ ├── util.md │ │ └── validate.md │ ├── data-formats │ │ ├── datumaro_format.md │ │ ├── formats │ │ │ ├── ade20k2017.md │ │ │ ├── ade20k2020.md │ │ │ ├── align_celeba.md │ │ │ ├── arrow.md │ │ │ ├── ava_action.md │ │ │ ├── brats.md │ │ │ ├── brats_numpy.md │ │ │ ├── celeba.md │ │ │ ├── cifar.md │ │ │ ├── cityscapes.md │ │ │ ├── coco.md │ │ │ ├── common_semantic_segmentation.md │ │ │ ├── cvat.md │ │ │ ├── datumaro.md │ │ │ ├── datumaro_binary.md │ │ │ ├── dota.md │ │ │ ├── icdar.md │ │ │ ├── image_zip.md │ │ │ ├── imagenet.md │ │ │ ├── images │ │ │ │ └── arrow │ │ │ │ │ ├── annotations.png │ │ │ │ │ ├── attributes.png │ │ │ │ │ ├── caption.png │ │ │ │ │ ├── cuboid3d.png │ │ │ │ │ ├── image_attributes.png │ │ │ │ │ ├── label.png │ │ │ │ │ ├── mask.png │ │ │ │ │ ├── point.png │ │ │ │ │ ├── pointcloud_attributes.png │ │ │ │ │ └── shape.png │ │ │ ├── index.rst │ │ │ ├── kaggle.md │ │ │ ├── kinetics.md │ │ │ ├── kitti.md │ │ │ ├── kitti_raw.md │ │ │ ├── labelme.md │ │ │ ├── lfw.md │ │ │ ├── mapillary_vistas.md │ │ │ ├── market1501.md │ │ │ ├── mars.md │ │ │ ├── mmdet.md │ │ │ ├── mnist.md │ │ │ ├── mot.md │ │ │ ├── mots.md │ │ │ ├── mpii.md │ │ │ ├── mpii_json.md │ │ │ ├── mvtec.md │ │ │ ├── nyu_depth_v2.md │ │ │ ├── open_images.md │ │ │ ├── pascal_voc.md │ │ │ ├── roboflow.md │ │ │ ├── segment_anything.md │ │ │ ├── sly_pointcloud.md │ │ │ ├── synthia.md │ │ │ ├── tabular.md │ │ │ ├── vgg_face2.md │ │ │ ├── video.md │ │ │ ├── vott_csv.md │ │ │ ├── vott_json.md │ │ │ ├── wider_face.md │ │ │ ├── yolo.md │ │ │ └── yolo_ultralytics.md │ │ └── media_formats.md │ ├── explanation │ │ ├── architecture.rst │ │ └── concept.rst │ ├── get-started │ │ ├── introduction.rst │ │ └── quick-start-guide │ │ │ ├── examples.rst │ │ │ ├── index.rst │ │ │ ├── installation.rst │ │ │ └── usage.rst │ ├── index.rst │ ├── jupyter_notebook_examples │ │ ├── dataset_IO.rst │ │ ├── e2e_example.rst │ │ ├── manipulate.rst │ │ ├── notebooks │ │ ├── refine.rst │ │ └── transform.rst │ ├── level-up │ │ ├── basic_skills │ │ │ ├── 01_dataset_download.rst │ │ │ ├── 02_dataset_import_export.rst │ │ │ ├── 03_detect_data_format.rst │ │ │ └── index.rst │ │ └── intermediate_skills │ │ │ ├── 04_data_aggregation.rst │ │ │ ├── 05_data_comparison.rst │ │ │ ├── 06_data_merge.rst │ │ │ ├── 07_data_validate.rst │ │ │ ├── 08_data_filtering.rst │ │ │ ├── 09_framework_conversion.rst │ │ │ └── index.rst │ ├── reference │ │ ├── datumaro_module.rst │ │ └── supported_plugins.rst │ ├── release_notes.rst │ └── user-manual │ │ ├── extending.md │ │ ├── how_to_use_datumaro.md │ │ └── model_preparation.md │ └── index.rst ├── notebooks ├── 01_merge_multiple_datasets_for_classification.ipynb ├── 02_merge_heterogeneous_datasets_for_detection.ipynb ├── 03_visualize.ipynb ├── 04_filter.ipynb ├── 05_transform.ipynb ├── 06_tiling.ipynb ├── 08_e2e_example_yolo_ultralytics_trainer.ipynb ├── 11_validate.ipynb ├── 12_correct_dataset.ipynb ├── 14_import_export_det_data.ipynb ├── 15_import_export_seg_data.ipynb ├── 20_kaggle_data_import.ipynb ├── 21_kaggle_data_cleaning.ipynb └── 22_framework_converter.ipynb ├── pyproject.toml ├── pytest.ini ├── rust ├── Cargo.toml ├── src │ ├── coco_page_mapper.rs │ ├── datum_page_mapper.rs │ ├── json_section_page_mapper.rs │ ├── lib.rs │ ├── page_mapper.rs │ ├── page_maps.rs │ └── utils.rs └── tests │ ├── coco_page_mapper.rs │ ├── datum_page_mapper.rs │ ├── json_section_page_mapper.rs │ └── test_helpers.rs ├── security.md ├── src └── datumaro │ ├── __init__.py │ ├── __main__.py │ ├── capi │ └── pybind.cpp │ ├── cli │ ├── __init__.py │ ├── __main__.py │ ├── commands │ │ ├── __init__.py │ │ ├── compare.py │ │ ├── convert.py │ │ ├── detect_format.py │ │ ├── download.py │ │ ├── downloaders │ │ │ ├── __init__.py │ │ │ ├── downloader.py │ │ │ ├── kaggle.py │ │ │ ├── kaggle_formats.json │ │ │ └── tfds.py │ │ ├── filter.py │ │ ├── info.py │ │ ├── merge.py │ │ ├── patch.py │ │ ├── stats.py │ │ ├── transform.py │ │ └── validate.py │ ├── contexts │ │ ├── __init__.py │ │ └── util.py │ ├── helpers │ │ ├── __init__.py │ │ └── format.py │ └── util │ │ ├── __init__.py │ │ ├── compare.py │ │ ├── dataset_utils.py │ │ └── errors.py │ ├── components │ ├── __init__.py │ ├── abstracts │ │ ├── __init__.py │ │ └── merger.py │ ├── algorithms │ │ ├── __init__.py │ │ └── noisy_label_detection │ │ │ └── __init__.py │ ├── annotation.py │ ├── annotations │ │ ├── __init__.py │ │ ├── matcher.py │ │ └── merger.py │ ├── cli_plugin.py │ ├── comparator.py │ ├── config.py │ ├── config_model.py │ ├── contexts │ │ ├── __init__.py │ │ └── importer.py │ ├── dataset.py │ ├── dataset_base.py │ ├── dataset_item_storage.py │ ├── dataset_storage.py │ ├── environment.py │ ├── errors.py │ ├── exporter.py │ ├── extractor_tfds.py │ ├── filter.py │ ├── format_detection.py │ ├── generator.py │ ├── hl_ops │ │ └── __init__.py │ ├── importer.py │ ├── lazy_plugin.py │ ├── media.py │ ├── merge │ │ ├── __init__.py │ │ ├── base.py │ │ ├── exact_merge.py │ │ ├── extractor_merger.py │ │ ├── intersect_merge.py │ │ └── union_merge.py │ ├── operations.py │ ├── progress_reporting.py │ ├── registry.py │ ├── transformer.py │ ├── validator.py │ └── visualizer.py │ ├── errors.py │ ├── experimental │ ├── __init__.py │ ├── categories.py │ ├── converters │ │ ├── __init__.py │ │ ├── annotation_converters.py │ │ ├── base.py │ │ ├── image_converters.py │ │ ├── mask_converters.py │ │ └── registry.py │ ├── data_formats │ │ ├── __init__.py │ │ ├── base.py │ │ └── coco │ │ │ ├── constants.py │ │ │ ├── helpers.py │ │ │ ├── io.py │ │ │ └── sample.py │ ├── dataset.py │ ├── export_import.py │ ├── fields │ │ ├── __init__.py │ │ ├── annotations.py │ │ ├── base.py │ │ ├── datasets.py │ │ ├── images.py │ │ ├── masks.py │ │ └── types.py │ ├── filtering │ │ ├── __init__.py │ │ ├── filter_registry.py │ │ └── filters.py │ ├── legacy │ │ ├── __init__.py │ │ ├── annotation_converters.py │ │ ├── dataset_converters.py │ │ ├── media_converters.py │ │ └── register_legacy_converters.py │ ├── schema.py │ ├── tiling │ │ ├── tiler_registry.py │ │ └── tilers.py │ ├── transform.py │ └── type_registry.py │ ├── ops.py │ ├── plugins │ ├── README.md │ ├── __init__.py │ ├── configurable_validator.py │ ├── data_formats │ │ ├── __init__.py │ │ ├── ade20k2017.py │ │ ├── ade20k2020.py │ │ ├── arrow │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ ├── importer.py │ │ │ └── mapper │ │ │ │ ├── __init__.py │ │ │ │ ├── dataset_item.py │ │ │ │ └── media.py │ │ ├── ava │ │ │ ├── __init__.py │ │ │ ├── ava.py │ │ │ ├── ava_label.proto │ │ │ └── ava_label_pb2.py │ │ ├── brats.py │ │ ├── brats_numpy.py │ │ ├── camvid.py │ │ ├── celeba │ │ │ ├── __init__.py │ │ │ ├── align_celeba.py │ │ │ └── celeba.py │ │ ├── cifar.py │ │ ├── cityscapes.py │ │ ├── coco │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── extractor_merger.py │ │ │ ├── format.py │ │ │ ├── importer.py │ │ │ └── page_mapper.py │ │ ├── common_semantic_segmentation.py │ │ ├── cvat │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── format.py │ │ ├── datumaro │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ ├── importer.py │ │ │ └── page_mapper.py │ │ ├── datumaro_binary │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ ├── importer.py │ │ │ └── mapper │ │ │ │ ├── __init__.py │ │ │ │ ├── annotation.py │ │ │ │ ├── common.py │ │ │ │ ├── dataset_item.py │ │ │ │ └── media.py │ │ ├── dota.py │ │ ├── icdar │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── format.py │ │ ├── image_dir.py │ │ ├── image_zip.py │ │ ├── imagenet.py │ │ ├── imagenet_txt.py │ │ ├── kaggle │ │ │ ├── __init__.py │ │ │ └── base.py │ │ ├── kinetics.py │ │ ├── kitti │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── kitti_3d │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── kitti_raw │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── format.py │ │ ├── labelme.py │ │ ├── lfw.py │ │ ├── mapillary_vistas │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── market1501.py │ │ ├── mars.py │ │ ├── mmdet.py │ │ ├── mnist.py │ │ ├── mnist_csv.py │ │ ├── mot.py │ │ ├── mots.py │ │ ├── mpii │ │ │ ├── __init__.py │ │ │ ├── format.py │ │ │ ├── mpii_json.py │ │ │ └── mpii_mat.py │ │ ├── mvtec │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── nyu_depth_v2.py │ │ ├── open_images.py │ │ ├── roboflow │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── base_tfrecord.py │ │ │ └── importer.py │ │ ├── segment_anything │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── importer.py │ │ ├── sly_pointcloud │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── format.py │ │ ├── synthia │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── tabular.py │ │ ├── tf_detection_api │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ └── format.py │ │ ├── vgg_face2.py │ │ ├── video.py │ │ ├── voc │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ └── importer.py │ │ ├── vott_csv.py │ │ ├── vott_json.py │ │ ├── widerface.py │ │ └── yolo │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── exporter.py │ │ │ ├── format.py │ │ │ └── importer.py │ ├── framework_converter.py │ ├── ndr.py │ ├── sampler │ │ ├── __init__.py │ │ ├── algorithm │ │ │ ├── __init__.py │ │ │ ├── algorithm.py │ │ │ └── entropy.py │ │ ├── random_sampler.py │ │ └── relevancy_sampler.py │ ├── specs.json │ ├── specs.py │ ├── splitter.py │ ├── tiling │ │ ├── __init__.py │ │ ├── merge_tile.py │ │ ├── tile.py │ │ └── util.py │ ├── transforms.py │ └── validators.py │ ├── util │ ├── __init__.py │ ├── annotation_util.py │ ├── attrs_util.py │ ├── definitions.py │ ├── deprecation.py │ ├── file_utils.py │ ├── image.py │ ├── image_cache.py │ ├── import_util.py │ ├── log_utils.py │ ├── mask_tools.py │ ├── meta_file_util.py │ ├── multi_procs_util.py │ ├── os_util.py │ ├── pickle_util.py │ ├── points_util.py │ ├── scope.py │ ├── tabular_util.py │ └── tf_util.py │ └── version.py ├── tests ├── __init__.py ├── assets │ ├── ade20k2017_dataset │ │ ├── dataset │ │ │ ├── training │ │ │ │ └── street │ │ │ │ │ ├── 1.jpg │ │ │ │ │ ├── 1_atr.txt │ │ │ │ │ ├── 1_parts_1.png │ │ │ │ │ └── 1_seg.png │ │ │ └── validation │ │ │ │ ├── 2.jpg │ │ │ │ ├── 2_atr.txt │ │ │ │ ├── 2_parts_1.png │ │ │ │ ├── 2_parts_2.png │ │ │ │ └── 2_seg.png │ │ └── dataset_with_meta_file │ │ │ ├── dataset_meta.json │ │ │ └── training │ │ │ └── street │ │ │ ├── 1.jpg │ │ │ ├── 1_atr.txt │ │ │ ├── 1_parts_1.png │ │ │ └── 1_seg.png │ ├── ade20k2020_dataset │ │ ├── dataset │ │ │ ├── training │ │ │ │ └── street │ │ │ │ │ ├── 1 │ │ │ │ │ ├── instance_000_ADE_train_1.png │ │ │ │ │ ├── instance_001_ADE_train_1.png │ │ │ │ │ └── instance_002_ADE_train_1.png │ │ │ │ │ ├── 1.jpg │ │ │ │ │ ├── 1.json │ │ │ │ │ ├── 1_parts_1.png │ │ │ │ │ └── 1_seg.png │ │ │ └── validation │ │ │ │ ├── 2 │ │ │ │ ├── instance_000_ADE_val_2.png │ │ │ │ ├── instance_001_ADE_val_2.png │ │ │ │ ├── instance_002_ADE_val_2.png │ │ │ │ └── instance_003_ADE_val_2.png │ │ │ │ ├── 2.jpg │ │ │ │ ├── 2.json │ │ │ │ ├── 2_parts_1.png │ │ │ │ ├── 2_parts_2.png │ │ │ │ └── 2_seg.png │ │ └── dataset_with_meta_file │ │ │ ├── dataset_meta.json │ │ │ └── training │ │ │ └── street │ │ │ ├── 1 │ │ │ ├── instance_000_ADE_train_1.png │ │ │ ├── instance_001_ADE_train_1.png │ │ │ └── instance_002_ADE_train_1.png │ │ │ ├── 1.jpg │ │ │ ├── 1.json │ │ │ ├── 1_parts_1.png │ │ │ └── 1_seg.png │ ├── align_celeba_dataset │ │ ├── dataset │ │ │ ├── Anno │ │ │ │ ├── identity_CelebA.txt │ │ │ │ ├── list_attr_celeba.txt │ │ │ │ └── list_landmarks_align_celeba.txt │ │ │ ├── Eval │ │ │ │ └── list_eval_partition.txt │ │ │ └── Img │ │ │ │ └── img_align_celeba │ │ │ │ ├── 000001.jpg │ │ │ │ ├── 000002.jpg │ │ │ │ ├── 000003.jpg │ │ │ │ ├── 000004.jpg │ │ │ │ └── 000005.jpg │ │ └── dataset_with_meta_file │ │ │ ├── Anno │ │ │ └── identity_CelebA.txt │ │ │ ├── Eval │ │ │ └── list_eval_partition.txt │ │ │ ├── Img │ │ │ └── img_align_celeba │ │ │ │ ├── 000001.jpg │ │ │ │ ├── 000002.jpg │ │ │ │ ├── 000003.jpg │ │ │ │ ├── 000004.jpg │ │ │ │ └── 000005.jpg │ │ │ └── dataset_meta.json │ ├── ava_dataset │ │ ├── annotations │ │ │ ├── ava_action_list_v2.2.pbtxt │ │ │ └── ava_default_v2.2.csv │ │ └── frames │ │ │ ├── video0 │ │ │ ├── video0_000000.jpg │ │ │ └── video0_000001.jpg │ │ │ └── video1 │ │ │ ├── video1_000000.jpg │ │ │ └── video1_000001.jpg │ ├── brats_dataset │ │ ├── imagesTr │ │ │ └── BRATS_001.nii.gz │ │ ├── imagesTs │ │ │ └── BRATS_002.nii.gz │ │ ├── labels │ │ └── labelsTr │ │ │ └── BRATS_001.nii.gz │ ├── brats_numpy_dataset │ │ ├── HGG_val0_data_cropped.npy │ │ ├── HGG_val0_label_cropped.npy │ │ ├── HGG_val1_data_cropped.npy │ │ ├── HGG_val1_label_cropped.npy │ │ ├── labels │ │ ├── val_brain_bbox.p │ │ └── val_ids.p │ ├── camvid_dataset │ │ ├── test.txt │ │ ├── test │ │ │ ├── 0001TP_008550.png │ │ │ └── 0001TP_008580.png │ │ ├── testannot │ │ │ ├── 0001TP_008550.png │ │ │ └── 0001TP_008580.png │ │ ├── train.txt │ │ ├── train │ │ │ └── 0001TP_006690.png │ │ ├── trainannot │ │ │ └── 0001TP_006690.png │ │ ├── val.txt │ │ ├── val │ │ │ └── 0016E5_07959.png │ │ └── valannot │ │ │ └── 0016E5_07959.png │ ├── celeba_dataset │ │ ├── dataset │ │ │ ├── Anno │ │ │ │ ├── identity_CelebA.txt │ │ │ │ ├── list_attr_celeba.txt │ │ │ │ ├── list_bbox_celeba.txt │ │ │ │ └── list_landmarks_celeba.txt │ │ │ ├── Eval │ │ │ │ └── list_eval_partition.txt │ │ │ └── Img │ │ │ │ └── img_celeba │ │ │ │ ├── 000001.jpg │ │ │ │ ├── 000002.jpg │ │ │ │ ├── 000003.jpg │ │ │ │ ├── 000004.jpg │ │ │ │ └── 000005.jpg │ │ └── dataset_with_meta_file │ │ │ ├── Anno │ │ │ └── identity_CelebA.txt │ │ │ ├── Eval │ │ │ └── list_eval_partition.txt │ │ │ ├── Img │ │ │ └── img_celeba │ │ │ │ ├── 000001.jpg │ │ │ │ ├── 000002.jpg │ │ │ │ ├── 000003.jpg │ │ │ │ ├── 000004.jpg │ │ │ │ └── 000005.jpg │ │ │ └── dataset_meta.json │ ├── cifar100_dataset │ │ ├── meta │ │ ├── test │ │ └── train │ ├── cifar10_dataset │ │ ├── batches.meta │ │ ├── data_batch_1 │ │ └── test_batch │ ├── cityscapes_dataset │ │ ├── dataset │ │ │ ├── gtFine │ │ │ │ ├── test │ │ │ │ │ └── defaultcity │ │ │ │ │ │ ├── defaultcity_000001_000031_gtFine_instanceIds.png │ │ │ │ │ │ └── defaultcity_000001_000032_gtFine_instanceIds.png │ │ │ │ ├── train │ │ │ │ │ └── defaultcity │ │ │ │ │ │ └── defaultcity_000002_000045_gtFine_instanceIds.png │ │ │ │ └── val │ │ │ │ │ └── defaultcity │ │ │ │ │ └── defaultcity_000001_000019_gtFine_instanceIds.png │ │ │ └── leftImg8bit │ │ │ │ ├── test │ │ │ │ └── defaultcity │ │ │ │ │ ├── defaultcity_000001_000031_leftImg8bit.png │ │ │ │ │ └── defaultcity_000001_000032_leftImg8bit.png │ │ │ │ ├── train │ │ │ │ └── defaultcity │ │ │ │ │ └── defaultcity_000002_000045_leftImg8bit.png │ │ │ │ └── val │ │ │ │ └── defaultcity │ │ │ │ └── defaultcity_000001_000019_leftImg8bit.png │ │ └── train_dataset │ │ │ ├── gtFine │ │ │ ├── test │ │ │ │ └── defaultcity │ │ │ │ │ ├── defaultcity_000001_000031_gtFine_instanceIds.png │ │ │ │ │ ├── defaultcity_000001_000031_gtFine_labelTrainIds.png │ │ │ │ │ ├── defaultcity_000001_000032_gtFine_instanceIds.png │ │ │ │ │ └── defaultcity_000001_000032_gtFine_labelTrainIds.png │ │ │ ├── train │ │ │ │ └── defaultcity │ │ │ │ │ ├── defaultcity_000002_000045_gtFine_instanceIds.png │ │ │ │ │ └── defaultcity_000002_000045_gtFine_labelTrainIds.png │ │ │ └── val │ │ │ │ └── defaultcity │ │ │ │ ├── defaultcity_000001_000019_gtFine_instanceIds.png │ │ │ │ └── defaultcity_000001_000019_gtFine_labelTrainIds.png │ │ │ └── leftImg8bit │ │ │ ├── test │ │ │ └── defaultcity │ │ │ │ ├── defaultcity_000001_000031_leftImg8bit.png │ │ │ │ └── defaultcity_000001_000032_leftImg8bit.png │ │ │ ├── train │ │ │ └── defaultcity │ │ │ │ └── defaultcity_000002_000045_leftImg8bit.png │ │ │ └── val │ │ │ └── defaultcity │ │ │ └── defaultcity_000001_000019_leftImg8bit.png │ ├── coco_dataset │ │ ├── coco │ │ │ ├── annotations │ │ │ │ ├── captions_train.json │ │ │ │ ├── captions_val.json │ │ │ │ ├── image_info_train.json │ │ │ │ ├── image_info_val.json │ │ │ │ ├── instances_train.json │ │ │ │ ├── instances_val.json │ │ │ │ ├── labels_train.json │ │ │ │ ├── labels_val.json │ │ │ │ ├── panoptic_train.json │ │ │ │ ├── panoptic_train │ │ │ │ │ └── a.png │ │ │ │ ├── panoptic_val.json │ │ │ │ ├── panoptic_val │ │ │ │ │ └── b.png │ │ │ │ ├── person_keypoints_train.json │ │ │ │ ├── person_keypoints_val.json │ │ │ │ ├── stuff_train.json │ │ │ │ └── stuff_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_captions │ │ │ ├── annotations │ │ │ │ ├── captions_train.json │ │ │ │ └── captions_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_image_info │ │ │ ├── annotations │ │ │ │ ├── image_info_train.json │ │ │ │ └── image_info_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_instances │ │ │ ├── annotations │ │ │ │ ├── instances_train.json │ │ │ │ └── instances_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_labels │ │ │ ├── annotations │ │ │ │ ├── labels_train.json │ │ │ │ └── labels_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_panoptic │ │ │ ├── annotations │ │ │ │ ├── panoptic_train.json │ │ │ │ ├── panoptic_train │ │ │ │ │ └── a.png │ │ │ │ ├── panoptic_val.json │ │ │ │ └── panoptic_val │ │ │ │ │ └── b.png │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_person_keypoints │ │ │ ├── annotations │ │ │ │ ├── person_keypoints_train.json │ │ │ │ └── person_keypoints_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ ├── coco_roboflow │ │ │ ├── train │ │ │ │ ├── _annotations.coco.json │ │ │ │ └── a.jpg │ │ │ └── val │ │ │ │ ├── _annotations.coco.json │ │ │ │ └── b.jpg │ │ ├── coco_stuff │ │ │ ├── annotations │ │ │ │ ├── stuff_train.json │ │ │ │ └── stuff_val.json │ │ │ └── images │ │ │ │ ├── train │ │ │ │ └── a.jpg │ │ │ │ └── val │ │ │ │ └── b.jpg │ │ └── mmdet_coco │ │ │ ├── annotations │ │ │ ├── instances_train.json │ │ │ └── instances_val.json │ │ │ ├── train │ │ │ └── a.jpg │ │ │ └── val │ │ │ └── b.jpg │ ├── common_semantic_segmentation_dataset │ │ ├── dataset │ │ │ ├── dataset_meta.json │ │ │ ├── images │ │ │ │ ├── 0001.png │ │ │ │ └── 0002.png │ │ │ └── masks │ │ │ │ ├── 0001.png │ │ │ │ └── 0002.png │ │ └── non_standard_dataset │ │ │ ├── dataset_meta.json │ │ │ ├── images │ │ │ ├── image_0001.png │ │ │ └── image_0002.png │ │ │ └── masks │ │ │ ├── gt_0001.png │ │ │ └── gt_0002.png │ ├── common_super_resolution_dataset │ │ ├── HR │ │ │ ├── 1.jpg │ │ │ └── 2.jpg │ │ ├── LR │ │ │ ├── 1.jpg │ │ │ └── 2.jpg │ │ └── upsampled │ │ │ ├── 1.jpg │ │ │ └── 2.jpg │ ├── compat │ │ └── v0.1 │ │ │ └── project │ │ │ ├── .datumaro │ │ │ └── config.yaml │ │ │ ├── dataset │ │ │ └── annotations │ │ │ │ └── train.json │ │ │ └── sources │ │ │ ├── source1 │ │ │ └── annotations │ │ │ │ └── train.json │ │ │ └── source2 │ │ │ └── annotations │ │ │ └── test.json │ ├── cvat_dataset │ │ ├── for_images │ │ │ ├── export_project │ │ │ │ ├── annotations.xml │ │ │ │ └── images │ │ │ │ │ ├── Test │ │ │ │ │ ├── img0.jpg │ │ │ │ │ └── img1.jpg │ │ │ │ │ ├── Train │ │ │ │ │ ├── img0.jpg │ │ │ │ │ └── img1.jpg │ │ │ │ │ └── Validation │ │ │ │ │ ├── img0.jpg │ │ │ │ │ └── img1.jpg │ │ │ └── export_task │ │ │ │ ├── images │ │ │ │ ├── img0.jpg │ │ │ │ └── img1.jpg │ │ │ │ └── train.xml │ │ ├── for_video │ │ │ ├── annotations.xml │ │ │ └── images │ │ │ │ ├── frame_000010.png │ │ │ │ ├── frame_000013.png │ │ │ │ └── frame_000016.png │ │ └── test.mp4 │ ├── datumaro_dataset │ │ └── legacy │ │ │ ├── annotations │ │ │ ├── test.json │ │ │ ├── train.json │ │ │ └── validation.json │ │ │ └── images │ │ │ ├── test │ │ │ └── c.jpg │ │ │ ├── train │ │ │ ├── a.jpg │ │ │ └── b.jpg │ │ │ └── validation │ │ │ └── d.jpg │ ├── dota_dataset │ │ ├── train │ │ │ ├── images │ │ │ │ ├── train_001.jpg │ │ │ │ └── train_002.jpg │ │ │ └── labelTxt │ │ │ │ ├── train_001.txt │ │ │ │ └── train_002.txt │ │ └── val │ │ │ ├── images │ │ │ └── val_001.jpg │ │ │ └── labelTxt │ │ │ └── val_001.txt │ ├── icdar_dataset │ │ ├── text_localization │ │ │ └── train │ │ │ │ ├── gt_img_1.txt │ │ │ │ ├── gt_img_2.txt │ │ │ │ └── images │ │ │ │ ├── img_1.png │ │ │ │ └── img_2.png │ │ ├── text_segmentation │ │ │ └── train │ │ │ │ ├── 1_GT.bmp │ │ │ │ ├── 1_GT.txt │ │ │ │ └── images │ │ │ │ └── 1.png │ │ └── word_recognition │ │ │ └── train │ │ │ ├── gt.txt │ │ │ └── images │ │ │ ├── word_1.png │ │ │ └── word_2.png │ ├── image_dir_dataset │ │ ├── 1.jpg │ │ └── 2.jpg │ ├── image_zip_dataset │ │ ├── 1.zip │ │ └── 2.zip │ ├── imagenet_dataset │ │ ├── label_0 │ │ │ └── label_0_1.jpg │ │ ├── label_0_2.jpg │ │ └── label_1 │ │ │ ├── label_1_1.jpg │ │ │ └── label_1_1 │ │ │ └── label_1_1.jpg │ ├── imagenet_subsets_dataset │ │ ├── test │ │ │ ├── label_0 │ │ │ │ └── label_0_1.jpg │ │ │ ├── label_0_2.jpg │ │ │ └── label_1 │ │ │ │ ├── label_1_1.jpg │ │ │ │ └── label_1_1 │ │ │ │ └── label_1_1.jpg │ │ ├── train │ │ │ ├── label_0 │ │ │ │ └── label_0_1.jpg │ │ │ ├── label_0_2.jpg │ │ │ └── label_1 │ │ │ │ ├── label_1_1.jpg │ │ │ │ └── label_1_1 │ │ │ │ └── label_1_1.jpg │ │ └── val │ │ │ ├── label_0 │ │ │ └── label_0_1.jpg │ │ │ ├── label_0_2.jpg │ │ │ └── label_1 │ │ │ ├── label_1_1.jpg │ │ │ └── label_1_1 │ │ │ └── label_1_1.jpg │ ├── imagenet_txt_dataset │ │ ├── basic │ │ │ ├── images │ │ │ │ ├── 1.jpg │ │ │ │ └── 2.jpg │ │ │ ├── synsets.txt │ │ │ └── train.txt │ │ ├── custom_labels │ │ │ ├── synsets-alt.txt │ │ │ └── train.txt │ │ └── no_labels │ │ │ └── train.txt │ ├── kaggle_dataset │ │ ├── image_csv │ │ │ ├── ann.csv │ │ │ ├── ann_wo_ext.csv │ │ │ └── images │ │ │ │ ├── 1.jpg │ │ │ │ ├── 2.jpg │ │ │ │ ├── 3.jpg │ │ │ │ ├── 4.jpg │ │ │ │ └── 5.jpg │ │ ├── image_csv_det │ │ │ ├── ann.csv │ │ │ ├── ann2.csv │ │ │ ├── ann3.csv │ │ │ └── images │ │ │ │ ├── 1.jpg │ │ │ │ ├── 2.jpg │ │ │ │ └── 3.jpg │ │ ├── image_csv_multi_label │ │ │ ├── ann.csv │ │ │ ├── ann_wo_ext.csv │ │ │ └── images │ │ │ │ ├── 1.jpg │ │ │ │ ├── 2.jpg │ │ │ │ ├── 3.jpg │ │ │ │ ├── 4.jpg │ │ │ │ ├── 5.jpg │ │ │ │ └── 6.jpg │ │ ├── image_mask │ │ │ ├── images │ │ │ │ ├── 001.png │ │ │ │ └── 002.png │ │ │ └── masks │ │ │ │ ├── 001.png │ │ │ │ └── 002.png │ │ ├── image_mask_with_labelmap │ │ │ ├── images │ │ │ │ ├── 001.png │ │ │ │ ├── 002.png │ │ │ │ └── 003.png │ │ │ ├── labelmap.csv │ │ │ └── masks │ │ │ │ ├── 001.png │ │ │ │ ├── 002.png │ │ │ │ └── 003.png │ │ ├── image_txt │ │ │ ├── ann.txt │ │ │ ├── ann_wo_ext.txt │ │ │ └── images │ │ │ │ ├── 1.jpg │ │ │ │ ├── 2.jpg │ │ │ │ ├── 3.jpg │ │ │ │ ├── 4.jpg │ │ │ │ └── 5.jpg │ │ ├── image_txt_det │ │ │ ├── ann.txt │ │ │ ├── ann_single_obj.txt │ │ │ └── images │ │ │ │ ├── 1.jpg │ │ │ │ ├── 2.jpg │ │ │ │ └── 3.jpg │ │ ├── relaxed_coco │ │ │ ├── annotations.json │ │ │ ├── train_001.jpg │ │ │ └── train_002.jpg │ │ ├── relaxed_voc1 │ │ │ ├── annotations │ │ │ │ └── 2007_000001.xml │ │ │ └── images │ │ │ │ ├── 2007_000001.jpg │ │ │ │ └── 2007_000002.jpg │ │ ├── relaxed_voc2 │ │ │ ├── 2007_000001.jpg │ │ │ ├── 2007_000001.xml │ │ │ └── 2007_000002.jpg │ │ └── relaxed_yolo │ │ │ ├── 1.jpg │ │ │ ├── 1.txt │ │ │ ├── 2.jpg │ │ │ └── 2.txt │ ├── kinetics_dataset │ │ ├── test.csv │ │ ├── train.json │ │ ├── train │ │ │ └── 3.avi │ │ └── video_1.avi │ ├── kitti_dataset │ │ ├── kitti_3d │ │ │ ├── calib │ │ │ │ └── 000001.txt │ │ │ ├── image_2 │ │ │ │ └── 000001.png │ │ │ └── label_2 │ │ │ │ └── 000001.txt │ │ ├── kitti_3d_with_subset │ │ │ ├── calib │ │ │ │ ├── test │ │ │ │ │ └── 000002.txt │ │ │ │ ├── train │ │ │ │ │ └── 000000.txt │ │ │ │ └── val │ │ │ │ │ └── 000001.txt │ │ │ ├── image_2 │ │ │ │ ├── test │ │ │ │ │ └── 000002.png │ │ │ │ ├── train │ │ │ │ │ └── 000000.png │ │ │ │ └── val │ │ │ │ │ └── 000001.png │ │ │ └── label_2 │ │ │ │ ├── test │ │ │ │ └── 000002.txt │ │ │ │ ├── train │ │ │ │ └── 000000.txt │ │ │ │ └── val │ │ │ │ └── 000001.txt │ │ ├── kitti_detection │ │ │ └── training │ │ │ │ ├── image_2 │ │ │ │ ├── 000030_10.png │ │ │ │ └── 000030_11.png │ │ │ │ └── label_2 │ │ │ │ ├── 000030_10.txt │ │ │ │ └── 000030_11.txt │ │ ├── kitti_raw │ │ │ ├── IMAGE_00 │ │ │ │ └── data │ │ │ │ │ ├── 0000000000.png │ │ │ │ │ ├── 0000000001.png │ │ │ │ │ └── 0000000002.png │ │ │ ├── tracklet_labels.xml │ │ │ └── velodyne_points │ │ │ │ └── data │ │ │ │ ├── 0000000000.pcd │ │ │ │ ├── 0000000001.pcd │ │ │ │ └── 0000000002.pcd │ │ └── kitti_segmentation │ │ │ └── training │ │ │ ├── image_2 │ │ │ ├── 000030_10.png │ │ │ └── 000030_11.png │ │ │ └── instance │ │ │ ├── 000030_10.png │ │ │ └── 000030_11.png │ ├── labelme_dataset │ │ ├── Annotations │ │ │ └── subset1 │ │ │ │ └── img1.xml │ │ ├── Images │ │ │ └── subset1 │ │ │ │ └── img1.png │ │ ├── Masks │ │ │ └── subset1 │ │ │ │ ├── img1_mask_1.png │ │ │ │ └── img1_mask_5.png │ │ └── Scribbles │ │ │ └── subset1 │ │ │ ├── img1_scribble_1.png │ │ │ └── img1_scribble_5.png │ ├── lfw_dataset │ │ └── test │ │ │ ├── annotations │ │ │ ├── landmarks.txt │ │ │ ├── pairs.txt │ │ │ └── people.txt │ │ │ └── images │ │ │ ├── name0 │ │ │ └── name0_0001.jpg │ │ │ └── name1 │ │ │ ├── name1_0001.jpg │ │ │ └── name1_0002.jpg │ ├── mapillary_vistas_dataset │ │ ├── config_v1.2.json │ │ ├── config_v2.0.json │ │ ├── train │ │ │ ├── images │ │ │ │ └── 2.jpg │ │ │ ├── v1.2 │ │ │ │ ├── instances │ │ │ │ │ └── 2.png │ │ │ │ ├── labels │ │ │ │ │ └── 2.png │ │ │ │ └── panoptic │ │ │ │ │ ├── 2.png │ │ │ │ │ └── panoptic_2018.json │ │ │ └── v2.0 │ │ │ │ ├── instances │ │ │ │ └── 2.png │ │ │ │ ├── labels │ │ │ │ └── 2.png │ │ │ │ ├── panoptic │ │ │ │ ├── 2.png │ │ │ │ └── panoptic_2020.json │ │ │ │ └── polygons │ │ │ │ └── 2.json │ │ └── val │ │ │ ├── images │ │ │ ├── 0.jpg │ │ │ └── 1.jpg │ │ │ ├── v1.2 │ │ │ ├── instances │ │ │ │ ├── 0.png │ │ │ │ └── 1.png │ │ │ ├── labels │ │ │ │ ├── 0.png │ │ │ │ └── 1.png │ │ │ └── panoptic │ │ │ │ ├── 0.png │ │ │ │ ├── 1.png │ │ │ │ └── panoptic_2018.json │ │ │ └── v2.0 │ │ │ ├── instances │ │ │ ├── 0.png │ │ │ └── 1.png │ │ │ ├── labels │ │ │ ├── 0.png │ │ │ └── 1.png │ │ │ ├── panoptic │ │ │ ├── 0.png │ │ │ ├── 1.png │ │ │ └── panoptic_2020.json │ │ │ └── polygons │ │ │ ├── 0.json │ │ │ └── 1.json │ ├── market1501_dataset │ │ ├── bounding_box_test │ │ │ └── 0001_c1s1_001051_00.jpg │ │ ├── bounding_box_train │ │ │ └── 0002_c1s3_000151_00.jpg │ │ └── query │ │ │ └── 0001_c2s3_000111_00.jpg │ ├── mars_dataset │ │ ├── bbox_test │ │ │ └── 00-1 │ │ │ │ └── 00-1C2T0081F201.jpg │ │ └── bbox_train │ │ │ ├── 0000 │ │ │ └── 0000C6T0101F001.jpg │ │ │ └── 0001 │ │ │ └── 0001C1T0001F001.jpg │ ├── mnist_csv_dataset │ │ ├── mnist_test.csv │ │ └── mnist_train.csv │ ├── mnist_dataset │ │ ├── t10k-images-idx3-ubyte.gz │ │ ├── t10k-labels-idx1-ubyte.gz │ │ ├── train-images-idx3-ubyte.gz │ │ └── train-labels-idx1-ubyte.gz │ ├── mot_dataset │ │ ├── mot_seq │ │ │ ├── gt │ │ │ │ ├── gt.txt │ │ │ │ └── labels.txt │ │ │ └── img1 │ │ │ │ └── 000001.jpg │ │ └── mot_seq_with_seqinfo │ │ │ ├── gt │ │ │ ├── gt.txt │ │ │ └── labels.txt │ │ │ └── seqinfo.ini │ ├── mots_dataset │ │ ├── train │ │ │ ├── images │ │ │ │ ├── 1.jpg │ │ │ │ └── 2.jpg │ │ │ └── instances │ │ │ │ ├── 1.png │ │ │ │ ├── 2.png │ │ │ │ └── labels.txt │ │ └── val │ │ │ ├── images │ │ │ └── 3.jpg │ │ │ └── instances │ │ │ ├── 3.png │ │ │ └── labels.txt │ ├── mpii_dataset │ │ ├── 000000001.jpg │ │ ├── 000000002.jpg │ │ ├── 000000003.jpg │ │ └── mpii_human_pose_v1_u12_1.mat │ ├── mpii_json_dataset │ │ ├── dataset_with_numpy_files │ │ │ ├── 000000001.jpg │ │ │ ├── 000000002.jpg │ │ │ ├── 000000003.jpg │ │ │ ├── jnt_visible.npy │ │ │ ├── mpii_annotations.json │ │ │ ├── mpii_headboxes.npy │ │ │ └── mpii_pos_gt.npy │ │ └── dataset_wo_numpy_files │ │ │ ├── 000000001.jpg │ │ │ ├── 000000002.jpg │ │ │ ├── 000000003.jpg │ │ │ └── mpii_annotations.json │ ├── mvtec_dataset │ │ └── category_0 │ │ │ ├── default │ │ │ ├── label_0 │ │ │ │ └── 000.png │ │ │ ├── label_1 │ │ │ │ └── 000.png │ │ │ └── label_2 │ │ │ │ └── 000.png │ │ │ └── ground_truth │ │ │ ├── label_1 │ │ │ └── 000_mask.png │ │ │ └── label_2 │ │ │ └── 000_mask.png │ ├── nyu_depth_v2_dataset │ │ ├── 1.h5 │ │ └── 2.h5 │ ├── open_images_dataset │ │ ├── v5 │ │ │ ├── annotations │ │ │ │ ├── class-descriptions.csv │ │ │ │ ├── test-images-with-rotation.csv │ │ │ │ └── train-images-with-labels-with-rotation.csv │ │ │ └── images │ │ │ │ ├── test │ │ │ │ └── cc.jpg │ │ │ │ └── train │ │ │ │ └── aa.jpg │ │ └── v6 │ │ │ ├── annotations │ │ │ ├── bbox_labels_600_hierarchy.json │ │ │ ├── image_ids_and_rotation.csv │ │ │ ├── images.meta │ │ │ ├── oidv6-class-descriptions.csv │ │ │ ├── oidv6-train-annotations-bbox.csv │ │ │ ├── oidv6-train-annotations-human-imagelabels.csv │ │ │ ├── test-annotations-bbox.csv │ │ │ ├── test-annotations-human-imagelabels.csv │ │ │ └── train-annotations-object-segmentation.csv │ │ │ ├── images │ │ │ ├── test │ │ │ │ └── c.jpg │ │ │ ├── train │ │ │ │ ├── a.jpg │ │ │ │ └── b.jpg │ │ │ └── validation │ │ │ │ └── d.png │ │ │ └── masks │ │ │ └── train │ │ │ └── b_m0_01234567.png │ ├── roboflow_dataset │ │ ├── coco │ │ │ ├── train │ │ │ │ ├── _annotations.coco.json │ │ │ │ ├── train_001.jpg │ │ │ │ └── train_002.jpg │ │ │ └── val │ │ │ │ ├── _annotations.coco.json │ │ │ │ └── val_001.jpg │ │ ├── createml │ │ │ ├── train │ │ │ │ ├── _annotations.createml.json │ │ │ │ ├── train_001.jpg │ │ │ │ └── train_002.jpg │ │ │ └── val │ │ │ │ ├── _annotations.createml.json │ │ │ │ └── val_001.jpg │ │ ├── multiclass │ │ │ ├── train │ │ │ │ ├── _classes.csv │ │ │ │ ├── train_001.jpg │ │ │ │ └── train_002.jpg │ │ │ └── val │ │ │ │ ├── _classes.csv │ │ │ │ └── val_001.jpg │ │ ├── tfrecord │ │ │ ├── train │ │ │ │ ├── label_map.pbtxt │ │ │ │ └── train.tfrecord │ │ │ └── val │ │ │ │ ├── label_map.pbtxt │ │ │ │ └── val.tfrecord │ │ ├── voc │ │ │ ├── train │ │ │ │ ├── train_001.jpg │ │ │ │ ├── train_001.xml │ │ │ │ ├── train_002.jpg │ │ │ │ └── train_002.xml │ │ │ └── val │ │ │ │ ├── val_001.jpg │ │ │ │ └── val_001.xml │ │ ├── yolo │ │ │ ├── data.yaml │ │ │ ├── train │ │ │ │ ├── images │ │ │ │ │ ├── train_001.jpg │ │ │ │ │ └── train_002.jpg │ │ │ │ └── labels │ │ │ │ │ ├── train_001.txt │ │ │ │ │ └── train_002.txt │ │ │ └── val │ │ │ │ ├── images │ │ │ │ └── val_001.jpg │ │ │ │ └── labels │ │ │ │ └── val_001.txt │ │ └── yolo_obb │ │ │ ├── data.yaml │ │ │ ├── train │ │ │ ├── images │ │ │ │ ├── train_001.jpg │ │ │ │ └── train_002.jpg │ │ │ └── labelTxt │ │ │ │ ├── train_001.txt │ │ │ │ └── train_002.txt │ │ │ └── val │ │ │ ├── images │ │ │ └── val_001.jpg │ │ │ └── labelTxt │ │ │ └── val_001.txt │ ├── sampler │ │ └── inference.csv │ ├── segment_anything_dataset │ │ ├── a.jpg │ │ ├── a.json │ │ ├── b.jpg │ │ └── b.json │ ├── sly_pointcloud_dataset │ │ ├── ds0 │ │ │ ├── ann │ │ │ │ ├── frame1.pcd.json │ │ │ │ └── frame2.pcd.json │ │ │ ├── pointcloud │ │ │ │ ├── frame1.pcd │ │ │ │ └── frame2.pcd │ │ │ └── related_images │ │ │ │ ├── frame1_pcd │ │ │ │ ├── img2.png │ │ │ │ └── img2.png.json │ │ │ │ └── frame2_pcd │ │ │ │ ├── img1.png │ │ │ │ └── img1.png.json │ │ ├── key_id_map.json │ │ └── meta.json │ ├── synthetic_dataset │ │ └── images │ │ │ ├── 000000.png │ │ │ ├── 000001.png │ │ │ └── 000002.png │ ├── synthia_dataset │ │ ├── al │ │ │ ├── Depth │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ ├── RGB │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ └── SemSeg │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ ├── rand │ │ │ ├── GT │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ ├── GTTXT │ │ │ │ ├── 000000.txt │ │ │ │ └── 000001.txt │ │ │ └── RGB │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ ├── rand_custom_labelmap │ │ │ ├── GT │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ ├── RGB │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ └── label_colors.txt │ │ ├── rand_meta_file │ │ │ ├── GT │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ ├── RGB │ │ │ │ ├── 000000.png │ │ │ │ └── 000001.png │ │ │ └── dataset_meta.json │ │ └── sf │ │ │ ├── DepthLeft │ │ │ ├── 000000.png │ │ │ └── 000001.png │ │ │ ├── GTLeft │ │ │ ├── 000000.png │ │ │ └── 000001.png │ │ │ └── RGBLeft │ │ │ ├── 000000.png │ │ │ └── 000001.png │ ├── tabular_dataset │ │ ├── adopt-a-buddy │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── electricity.csv │ │ ├── electricity_missing.csv │ │ └── women-clothing │ │ │ ├── women_clothing.csv │ │ │ ├── women_clothing_imbalanced.csv │ │ │ ├── women_clothing_orig.csv │ │ │ └── women_clothing_refined.csv │ ├── tf_detection_api_dataset │ │ ├── label_map.pbtxt │ │ ├── test.tfrecord │ │ ├── train.tfrecord │ │ └── val.tfrecord │ ├── vgg_face2_dataset │ │ ├── bb_landmark │ │ │ ├── loose_bb_test.csv │ │ │ ├── loose_bb_train.csv │ │ │ ├── loose_landmark_test.csv │ │ │ └── loose_landmark_train.csv │ │ ├── labels.txt │ │ ├── test │ │ │ └── n000003 │ │ │ │ └── 0003_01.jpg │ │ └── train │ │ │ ├── n000001 │ │ │ └── 0001_01.jpg │ │ │ └── n000002 │ │ │ ├── 0001_01.jpg │ │ │ └── 0002_01.jpg │ ├── video_dataset │ │ └── video.avi │ ├── voc_dataset │ │ ├── voc_dataset1 │ │ │ ├── Annotations │ │ │ │ └── 2007_000001.xml │ │ │ ├── ImageSets │ │ │ │ ├── Action │ │ │ │ │ ├── test.txt │ │ │ │ │ └── train.txt │ │ │ │ ├── Layout │ │ │ │ │ ├── test.txt │ │ │ │ │ └── train.txt │ │ │ │ ├── Main │ │ │ │ │ ├── aeroplane_train.txt │ │ │ │ │ ├── background_train.txt │ │ │ │ │ ├── bicycle_train.txt │ │ │ │ │ ├── bird_train.txt │ │ │ │ │ ├── boat_train.txt │ │ │ │ │ ├── bottle_train.txt │ │ │ │ │ ├── bus_train.txt │ │ │ │ │ ├── car_train.txt │ │ │ │ │ ├── cat_train.txt │ │ │ │ │ ├── chair_train.txt │ │ │ │ │ ├── cow_train.txt │ │ │ │ │ ├── diningtable_train.txt │ │ │ │ │ ├── dog_train.txt │ │ │ │ │ ├── horse_train.txt │ │ │ │ │ ├── ignored_train.txt │ │ │ │ │ ├── motorbike_train.txt │ │ │ │ │ ├── person_train.txt │ │ │ │ │ ├── pottedplant_train.txt │ │ │ │ │ ├── sheep_train.txt │ │ │ │ │ ├── sofa_train.txt │ │ │ │ │ ├── test.txt │ │ │ │ │ ├── train.txt │ │ │ │ │ ├── train_train.txt │ │ │ │ │ └── tvmonitor_train.txt │ │ │ │ └── Segmentation │ │ │ │ │ ├── test.txt │ │ │ │ │ └── train.txt │ │ │ ├── JPEGImages │ │ │ │ ├── 2007_000001.jpg │ │ │ │ └── 2007_000002.jpg │ │ │ ├── SegmentationClass │ │ │ │ └── 2007_000001.png │ │ │ └── SegmentationObject │ │ │ │ └── 2007_000001.png │ │ ├── voc_dataset2 │ │ │ ├── Annotations │ │ │ │ ├── @.xml │ │ │ │ ├── a.xml │ │ │ │ ├── b.xml │ │ │ │ ├── c.xml │ │ │ │ └── d.xml │ │ │ ├── ImageSets │ │ │ │ ├── Action │ │ │ │ │ └── trainval.txt │ │ │ │ ├── Layout │ │ │ │ │ └── trainval.txt │ │ │ │ ├── Main │ │ │ │ │ ├── aeroplane_trainval.txt │ │ │ │ │ ├── background_trainval.txt │ │ │ │ │ ├── bicycle_trainval.txt │ │ │ │ │ ├── bird_trainval.txt │ │ │ │ │ ├── boat_trainval.txt │ │ │ │ │ ├── bottle_trainval.txt │ │ │ │ │ ├── bus_trainval.txt │ │ │ │ │ ├── car_trainval.txt │ │ │ │ │ ├── cat_trainval.txt │ │ │ │ │ ├── chair_trainval.txt │ │ │ │ │ ├── cow_trainval.txt │ │ │ │ │ ├── diningtable_trainval.txt │ │ │ │ │ ├── dog_trainval.txt │ │ │ │ │ ├── horse_trainval.txt │ │ │ │ │ ├── ignored_trainval.txt │ │ │ │ │ ├── motorbike_trainval.txt │ │ │ │ │ ├── person_trainval.txt │ │ │ │ │ ├── pottedplant_trainval.txt │ │ │ │ │ ├── sheep_trainval.txt │ │ │ │ │ ├── sofa_trainval.txt │ │ │ │ │ ├── train_trainval.txt │ │ │ │ │ ├── trainval.txt │ │ │ │ │ └── tvmonitor_trainval.txt │ │ │ │ └── Segmentation │ │ │ │ │ └── trainval.txt │ │ │ └── labelmap.txt │ │ └── voc_dataset3 │ │ │ ├── Annotations │ │ │ └── 2007_000001.xml │ │ │ ├── ImageSets │ │ │ └── Main │ │ │ │ └── train.txt │ │ │ └── JPEGImages │ │ │ └── 2007_000001.jpg │ ├── vott_csv_dataset │ │ ├── dataset │ │ │ ├── img0001.jpg │ │ │ ├── img0002.jpg │ │ │ ├── img0003.jpg │ │ │ ├── img0004.jpg │ │ │ ├── test-export.csv │ │ │ └── train-export.csv │ │ └── dataset_with_meta_file │ │ │ ├── dataset_meta.json │ │ │ ├── img0001.jpg │ │ │ ├── img0002.jpg │ │ │ ├── img0003.jpg │ │ │ ├── img0004.jpg │ │ │ └── test-export.csv │ ├── vott_json_dataset │ │ ├── dataset │ │ │ ├── img0001.jpg │ │ │ ├── img0002.jpg │ │ │ ├── img0003.jpg │ │ │ └── train-export.json │ │ └── dataset_with_meta_file │ │ │ ├── dataset_meta.json │ │ │ ├── img0001.jpg │ │ │ ├── img0002.jpg │ │ │ ├── img0003.jpg │ │ │ └── train-export.json │ ├── widerface_dataset │ │ ├── WIDER_train │ │ │ └── images │ │ │ │ ├── 0--Parade │ │ │ │ └── 0_Parade_image_01.jpg │ │ │ │ └── 1--Handshaking │ │ │ │ └── 1_Handshaking_image_02.jpg │ │ ├── WIDER_val │ │ │ └── images │ │ │ │ └── 0--Parade │ │ │ │ └── 0_Parade_image_03.jpg │ │ ├── dataset_meta.json │ │ └── wider_face_split │ │ │ ├── wider_face_train_bbx_gt.txt │ │ │ └── wider_face_val_bbx_gt.txt │ └── yolo_dataset │ │ ├── annotations │ │ ├── Annotations │ │ │ └── 1.txt │ │ ├── Images │ │ │ └── 1.jpg │ │ └── obj.names │ │ ├── labels │ │ ├── README.txt │ │ ├── images │ │ │ ├── train │ │ │ │ └── 1.jpg │ │ │ └── val │ │ │ │ └── 1.jpg │ │ ├── labels │ │ │ ├── train │ │ │ │ └── 1.txt │ │ │ └── val │ │ │ │ └── 1.txt │ │ └── obj.names │ │ └── strict │ │ ├── obj.data │ │ ├── obj.names │ │ ├── obj_train_data │ │ ├── 1.jpg │ │ └── 1.txt │ │ └── train.txt ├── conftest.py ├── integration │ ├── __init__.py │ ├── cli │ │ ├── __init__.py │ │ ├── test_compare.py │ │ ├── test_convert.py │ │ ├── test_detect_format.py │ │ ├── test_download.py │ │ ├── test_filter.py │ │ ├── test_generator.py │ │ ├── test_image_zip_format.py │ │ ├── test_kitti_raw_format.py │ │ ├── test_merge.py │ │ ├── test_patch.py │ │ ├── test_sly_point_cloud_format.py │ │ ├── test_tabular_format.py │ │ ├── test_transform.py │ │ ├── test_utils.py │ │ ├── test_voc_format.py │ │ └── test_yolo_format.py │ └── experimental │ │ ├── test_export_import.py │ │ └── test_tiling_integration.py ├── unit │ ├── __init__.py │ ├── algorithms │ │ ├── __init__.py │ │ └── test_corrector.py │ ├── cli │ │ └── test_helper.py │ ├── components │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_dataset_storage.py │ │ ├── test_exporter.py │ │ └── test_transformer.py │ ├── data_formats │ │ ├── __init__.py │ │ ├── arrow │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ └── test_arrow_format.py │ │ ├── base.py │ │ ├── coco │ │ │ ├── __init__.py │ │ │ └── test_roboflow.py │ │ ├── conftest.py │ │ ├── datumaro │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_datumaro_binary_format.py │ │ │ └── test_datumaro_format.py │ │ ├── test_common_semantic_segmentation_format.py │ │ ├── test_dota.py │ │ ├── test_kaggle.py │ │ ├── test_mapillary_vistas_format.py │ │ ├── test_mmdet_coco.py │ │ ├── test_roboflow.py │ │ ├── test_segment_anything_format.py │ │ ├── test_synthia_format.py │ │ ├── test_voc_format.py │ │ ├── test_yolo_format.py │ │ └── test_yolo_strict_format.py │ ├── experimental │ │ ├── __init__.py │ │ ├── data_formats │ │ │ ├── __init__.py │ │ │ ├── coco │ │ │ │ ├── __init__.py │ │ │ │ ├── test_coco_helpers.py │ │ │ │ ├── test_coco_io_unit.py │ │ │ │ └── test_coco_sample.py │ │ │ └── test_data_formats_base.py │ │ ├── fields │ │ │ ├── __init__.py │ │ │ └── test_field_base.py │ │ ├── test_caption_field.py │ │ ├── test_categories.py │ │ ├── test_converters.py │ │ ├── test_dataset.py │ │ ├── test_filtering.py │ │ ├── test_integration.py │ │ ├── test_label_index_converter_semantics.py │ │ ├── test_lazy_loading.py │ │ ├── test_legacy.py │ │ ├── test_legacy_integration.py │ │ ├── test_pytorch_integration.py │ │ ├── test_sample.py │ │ ├── test_schema.py │ │ ├── test_tiling.py │ │ └── test_type_registry.py │ ├── operations │ │ ├── __init__.py │ │ └── test_statistics.py │ ├── test_ade20k2017_format.py │ ├── test_ade20k2020_format.py │ ├── test_align_celeba_format.py │ ├── test_annotation.py │ ├── test_api.py │ ├── test_ava_format.py │ ├── test_brats_format.py │ ├── test_brats_numpy_format.py │ ├── test_camvid_format.py │ ├── test_celeba_format.py │ ├── test_cifar_format.py │ ├── test_cityscapes_format.py │ ├── test_coco_format.py │ ├── test_compare.py │ ├── test_config.py │ ├── test_configurable_validator.py │ ├── test_cvat_format.py │ ├── test_dataset.py │ ├── test_deprecation.py │ ├── test_environment.py │ ├── test_extractor_tfds.py │ ├── test_format_detection.py │ ├── test_framework_converter.py │ ├── test_hl_ops.py │ ├── test_icdar_format.py │ ├── test_image.py │ ├── test_image_dir_format.py │ ├── test_image_zip_format.py │ ├── test_imagenet_format.py │ ├── test_imagenet_txt_format.py │ ├── test_images.py │ ├── test_kinetics_format.py │ ├── test_kitti_3d_format.py │ ├── test_kitti_format.py │ ├── test_kitti_raw_format.py │ ├── test_labeling.py │ ├── test_labelme_format.py │ ├── test_lfw_format.py │ ├── test_market1501_format.py │ ├── test_mars_format.py │ ├── test_masks.py │ ├── test_mnist_csv_format.py │ ├── test_mnist_format.py │ ├── test_mot_format.py │ ├── test_mots_format.py │ ├── test_mpii_format.py │ ├── test_mpii_json_format.py │ ├── test_mvtec_format.py │ ├── test_ndr.py │ ├── test_nyu_depth_v2_format.py │ ├── test_open_images_format.py │ ├── test_ops.py │ ├── test_sampler.py │ ├── test_sly_pointcloud_format.py │ ├── test_splitter.py │ ├── test_tabular_format.py │ ├── test_tfrecord_format.py │ ├── test_tiling.py │ ├── test_transforms.py │ ├── test_util.py │ ├── test_validator.py │ ├── test_vgg_face2_format.py │ ├── test_video.py │ ├── test_visualizer.py │ ├── test_voc_format.py │ ├── test_vott_csv_format.py │ ├── test_vott_json_format.py │ ├── test_widerface_format.py │ └── transforms │ │ └── __init__.py └── utils │ ├── __init__.py │ ├── assets.py │ ├── test_utils.py │ └── video.py └── uv.lock /.markdownlint.yaml: -------------------------------------------------------------------------------- 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