Index

_

_3dplot() (kwcoco.metrics.BinaryConfusionVectors method) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors method) __torrent_voc() (in module kwcoco.data.grab_voc) _abc_impl (kwcoco._helpers.SortedSet attribute) (kwcoco.abstract_coco_dataset.AbstractCocoDataset attribute) (kwcoco.AbstractCocoDataset attribute) (kwcoco.coco_dataset.CocoDataset attribute) (kwcoco.coco_sql_dataset.CocoSqlDatabase attribute) (kwcoco.CocoDataset attribute) (kwcoco.CocoSqlDatabase attribute) (kwcoco.compat_dataset.COCO attribute) (kwcoco.util.IndexableWalker attribute) (kwcoco.util.StratifiedGroupKFold attribute) (kwcoco.util.util_sklearn.StratifiedGroupKFold attribute) _add_annotation() (kwcoco.coco_dataset.CocoIndex method) _add_annotations() (kwcoco.coco_dataset.CocoIndex method) _add_category() (kwcoco.coco_dataset.CocoIndex method) _add_image() (kwcoco.coco_dataset.CocoIndex method) _add_images() (kwcoco.coco_dataset.CocoIndex method) _add_track() (kwcoco.coco_dataset.CocoIndex method) _add_video() (kwcoco.coco_dataset.CocoIndex method) _alias_lut (kwcoco.FusedChannelSpec attribute) _alias_to_cat() (kwcoco.coco_dataset.MixinCocoAccessors method) _AliasMetaclass (class in kwcoco.util.dict_proxy2) _all_rows_column_lookup() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _annot_segmentation() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _annot_segmentations() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _annots_set_sorted_by_frame_index() (kwcoco.coco_dataset.CocoIndex method) _aspycoco() (kwcoco.coco_dataset.MixinCocoExtras method) _assets_key() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _assign_confusion_vectors() (in module kwcoco.metrics.assignment) _available_backends (kwcoco.util.Archive attribute) (kwcoco.util.util_archive.Archive attribute) _available_zipfile_compressions() (in module kwcoco.util.util_archive) _average_precision() (in module kwcoco.metrics.functional) _bbox_h (kwcoco.coco_sql_dataset.Annotation attribute) _bbox_w (kwcoco.coco_sql_dataset.Annotation attribute) _bbox_x (kwcoco.coco_sql_dataset.Annotation attribute) _bbox_y (kwcoco.coco_sql_dataset.Annotation attribute) _benchmark_dict_proxy_ops() (in module kwcoco.coco_sql_dataset) _benchmark_dset_readtime() (in module kwcoco.coco_sql_dataset) _binary_clf_curve2() (in module kwcoco.metrics.sklearn_alts) _binary_clf_curves() (kwcoco.metrics.BinaryConfusionVectors method) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors method) _build_dmet() (kwcoco.coco_evaluator.CocoEvaluator method) _build_hashid() (kwcoco.coco_dataset.MixinCocoHashing method) _build_index() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _cached_hashid() (kwcoco.coco_dataset.MixinCocoHashing method) (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _cached_hashid_for() (kwcoco.coco_dataset.MixinCocoHashing class method) _check_candidates() (in module kwcoco.cli.coco_reroot) _check_index() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _check_integrity() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _check_json_serializable() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _check_pointers() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _clear_completed() (kwcoco.util.util_futures.JobPool method) _CLI (in module kwcoco.cli.coco_conform) (in module kwcoco.cli.coco_eval) (in module kwcoco.cli.coco_grab) (in module kwcoco.cli.coco_modify_categories) (in module kwcoco.cli.coco_reroot) (in module kwcoco.cli.coco_show) (in module kwcoco.cli.coco_split) (in module kwcoco.cli.coco_stats) (in module kwcoco.cli.coco_subset) (in module kwcoco.cli.coco_toydata) (in module kwcoco.cli.coco_union) (in module kwcoco.cli.coco_validate) _coco_image() (kwcoco.coco_dataset.MixinCocoAccessors method) _CocoObject (class in kwcoco.coco_image) _coerce_dets() (kwcoco.coco_evaluator.CocoEvaluator class method) _coerce_zipfile_compression() (in module kwcoco.util.util_archive) _column_lookup() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _combine_threshold() (in module kwcoco.metrics.confusion_measures) _compress_dump_to_fileptr() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _convert_voc_split() (in module kwcoco.data.grab_voc) _critical_loop() (in module kwcoco.metrics.assignment) _dataset_id() (kwcoco.coco_dataset.MixinCocoExtras method) _decl_class_registry (kwcoco.coco_sql_dataset.FallbackCocoBase attribute) _default_categories (kwcoco.demo.toypatterns.CategoryPatterns attribute) _default_catnames (kwcoco.demo.toypatterns.CategoryPatterns attribute) _default_keypoint_categories (kwcoco.demo.toypatterns.CategoryPatterns attribute) _define_camvid_class_hierarcy() (in module kwcoco.data.grab_camvid) _delay_load_imglike() (in module kwcoco.coco_image) _delitems() (in module kwcoco._helpers) _demo_construct_probs() (in module kwcoco.demo.perterb) (in module kwcoco.metrics.detect_metrics) _demo_item() (kwcoco.ChannelSpec method) _detections_for_resolution() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _devcheck_load_sub_image() (in module kwcoco.data.grab_camvid) _devcheck_sample_full_image() (in module kwcoco.data.grab_camvid) _draw_video_sequence() (in module kwcoco.demo.toydata_video) _dump() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _ensure_image_data() (kwcoco.coco_dataset.MixinCocoExtras method) _ensure_imgsize() (kwcoco.coco_dataset.MixinCocoExtras method) _ensure_init() (kwcoco.coco_evaluator.CocoEvaluator method) _ensure_json_serializable() (kwcoco.coco_dataset.MixinCocoExtras method) _ensure_kw18_column_order() (in module kwcoco.kw18) _fast_pdist_priority() (in module kwcoco.metrics.assignment) _filter_ignore_regions() (in module kwcoco.metrics.assignment) _finalize() (kwcoco.util.delayed_ops.DelayedAsXarray method) (kwcoco.util.delayed_ops.DelayedChannelConcat method) (kwcoco.util.delayed_ops.DelayedCrop method) (kwcoco.util.delayed_ops.DelayedDequantize method) (kwcoco.util.delayed_ops.DelayedIdentity method) (kwcoco.util.delayed_ops.DelayedLoad method) (kwcoco.util.delayed_ops.DelayedNans method) (kwcoco.util.delayed_ops.DelayedOperation method) (kwcoco.util.delayed_ops.DelayedOverview method) (kwcoco.util.delayed_ops.DelayedWarp method) _from_elem() (kwcoco.demo.toypatterns.CategoryPatterns method) _get_img_auxiliary() (kwcoco.coco_dataset.MixinCocoAccessors method) _handle_sql_uri() (in module kwcoco.coco_sql_dataset) _ID_Remapper (class in kwcoco._helpers) _id_to_obj (kwcoco.coco_objects1d.ObjectList1D property) _image_corruption_check() (in module kwcoco._helpers) _images_set_sorted_by_frame_index() (kwcoco.coco_dataset.CocoIndex method) _infer_dirs() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method)

_init() (kwcoco.coco_evaluator.CocoEvaluator method) _invalidate_hashid() (kwcoco.coco_dataset.MixinCocoHashing method) _item_shapes() (kwcoco.ChannelSpec method) _iter_get() (kwcoco.coco_objects1d.ObjectList1D method) _iter_test_masks() (kwcoco.util.StratifiedGroupKFold method) (kwcoco.util.util_sklearn.StratifiedGroupKFold method) _json_dumps() (in module kwcoco.util.util_special_json) _json_lines_dumps() (in module kwcoco.util.util_special_json) _keypoint_category_names() (kwcoco.coco_dataset.MixinCocoAccessors method) _leaf_paths() (kwcoco.util.delayed_ops.DelayedOperation method) _leafs() (kwcoco.util.delayed_ops.DelayedOperation method) _load_and_postprocess() (in module kwcoco._helpers) _load_dets() (in module kwcoco.coco_evaluator) _load_dets_worker() (in module kwcoco.coco_evaluator) _load_metadata() (kwcoco.util.delayed_ops.DelayedLoad method) _load_multiple() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) _load_reference() (kwcoco.util.delayed_ops.DelayedLoad method) _lookup() (kwcoco.coco_objects1d.ObjectGroups method) (kwcoco.coco_objects1d.ObjectList1D method) _lookup_kpnames() (kwcoco.coco_dataset.MixinCocoAccessors method) _lut_annot_frame_index() (in module kwcoco._helpers) _lut_frame_index() (in module kwcoco._helpers) _lut_image_frame_index() (in module kwcoco._helpers) _make_test_folds() (kwcoco.util.StratifiedGroupKFold method) (kwcoco.util.util_sklearn.StratifiedGroupKFold method) _memo (kwcoco.FusedChannelSpec attribute) _new_proxy_cache() (in module kwcoco.coco_sql_dataset) _NextId (class in kwcoco._helpers) _normalize_intensity_if_needed() (in module kwcoco.coco_dataset) _open() (kwcoco.util.Archive class method) (kwcoco.util.util_archive.Archive class method) _opt_absorb_overview() (kwcoco.util.delayed_ops.DelayedWarp method) _opt_crop_after_overview() (kwcoco.util.delayed_ops.DelayedOverview method) _opt_dequant_after_crop() (kwcoco.util.delayed_ops.DelayedCrop method) _opt_dequant_after_overview() (kwcoco.util.delayed_ops.DelayedOverview method) _opt_dequant_before_other() (kwcoco.util.delayed_ops.DelayedDequantize method) _opt_fuse_crops() (kwcoco.util.delayed_ops.DelayedCrop method) _opt_fuse_overview() (kwcoco.util.delayed_ops.DelayedOverview method) _opt_fuse_warps() (kwcoco.util.delayed_ops.DelayedWarp method) _opt_overview_as_warp() (kwcoco.util.delayed_ops.DelayedOverview method) _opt_push_under_concat() (kwcoco.util.delayed_ops.DelayedImage method) _opt_split_warp_overview() (kwcoco.util.delayed_ops.DelayedWarp method) _opt_warp_after_crop() (kwcoco.util.delayed_ops.DelayedCrop method) _opt_warp_after_overview() (kwcoco.util.delayed_ops.DelayedOverview method) _optimized_crop() (kwcoco.util.delayed_ops.DelayedNans method) _optimized_warp() (kwcoco.util.delayed_ops.DelayedNans method) _orig_coco_fpath() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _orm_yielder() (in module kwcoco.coco_sql_dataset) _package_info() (kwcoco.demo.toypatterns.CategoryPatterns method) _padded_crop() (kwcoco.util.delayed_ops.ImageOpsMixin method) _postprocess_absolute() (in module kwcoco.cli.coco_union) _pr_curves() (in module kwcoco.metrics.functional) (in module kwcoco.metrics.voc_metrics) _push_operation_under() (kwcoco.util.delayed_ops.DelayedChannelConcat method) _pygame_render_boids() (in module kwcoco.demo.boids) _raw_tables() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _raw_yielder() (in module kwcoco.coco_sql_dataset) _read_split_paths() (in module kwcoco.data.grab_voc) _realpos_label_suffix() (in module kwcoco.metrics.drawing) _rectify_classes() (kwcoco.coco_evaluator.CocoEvaluator class method) _register_imagename() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) _remove_all_annotations() (kwcoco.coco_dataset.CocoIndex method) _remove_all_images() (kwcoco.coco_dataset.CocoIndex method) _remove_annotations() (kwcoco.coco_dataset.CocoIndex method) _remove_categories() (kwcoco.coco_dataset.CocoIndex method) _remove_images() (kwcoco.coco_dataset.CocoIndex method) _remove_tracks() (kwcoco.coco_dataset.CocoIndex method) _remove_videos() (kwcoco.coco_dataset.CocoIndex method) _resolve_to_ann() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_cat() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_cid() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_gid() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_id() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_img() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_kpcat() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_trackid() (kwcoco.coco_dataset.MixinCocoAccessors method) _resolve_to_vidid() (kwcoco.coco_dataset.MixinCocoAccessors method) _sa_class_manager (kwcoco.coco_sql_dataset.Annotation attribute) (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) (kwcoco.coco_sql_dataset.Track attribute) (kwcoco.coco_sql_dataset.Video attribute) _scalefactor_for_resolution() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _set (kwcoco.coco_dataset.CocoIndex attribute) _set() (kwcoco.coco_objects1d.ObjectList1D method) _set_alchemy_mode() (kwcoco.coco_sql_dataset.CocoSqlIndex method) _set_nested_params() (kwcoco.util.delayed_ops.DelayedOperation method) _set_sorted_by_frame_index() (kwcoco.coco_dataset.CocoIndex method) _size_lut (kwcoco.FusedChannelSpec attribute) _spatial_index_scratch() (in module kwcoco.demo.boids) _special_kwcoco_pretty_dumps_orig() (in module kwcoco.util.util_special_json) _stabalize_data() (in module kwcoco.metrics.confusion_vectors) _summarize() (in module kwcoco.metrics.detect_metrics) _summary() (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) _table_names() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) _to_coco() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) _todo_refactor_geometric_info() (kwcoco.demo.toypatterns.CategoryPatterns method) _transform_from_subdata() (kwcoco.util.delayed_ops.DelayedCrop method) (kwcoco.util.delayed_ops.DelayedDequantize method) (kwcoco.util.delayed_ops.DelayedImage method) (kwcoco.util.delayed_ops.DelayedOverview method) (kwcoco.util.delayed_ops.DelayedWarp method) _traverse() (kwcoco.util.delayed_ops.DelayedOperation method) _traversed_graph() (kwcoco.util.delayed_ops.DelayedOperation method) _tree() (kwcoco.coco_dataset.MixinCocoExtras method) _trunc_op() (in module kwcoco.util.util_truncate) _truncated_roc() (in module kwcoco.metrics.functional) _uncached_getitem() (kwcoco.coco_sql_dataset.SqlDictProxy method) (kwcoco.coco_sql_dataset.SqlIdGroupDictProxy method) _unstructured (kwcoco.coco_sql_dataset.Annotation attribute) (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) (kwcoco.coco_sql_dataset.Track attribute) (kwcoco.coco_sql_dataset.Video attribute) _update_fpath() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) _update_unused() (kwcoco._helpers._NextId method) _validate() (kwcoco.util.delayed_ops.DelayedChannelConcat method) (kwcoco.util.delayed_ops.DelayedImage method) _voc_ave_precision() (in module kwcoco.metrics.voc_metrics) _voc_eval() (in module kwcoco.metrics.voc_metrics) _walk() (kwcoco.util.IndexableWalker method) _warp_for_resolution() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) _writefig() (in module kwcoco.coco_evaluator) _yeah_boid() (in module kwcoco.demo.boids)

A

AbstractCocoDataset (class in kwcoco) (class in kwcoco.abstract_coco_dataset) add() (kwcoco.util.Archive method) (kwcoco.util.util_archive.Archive method) add_annotation() (kwcoco.coco_dataset.MixinCocoAddRemove method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) add_annotations() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_asset() (kwcoco.coco_dataset.MixinCocoAddRemove method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) add_auxiliary_item() (kwcoco.coco_dataset.MixinCocoAddRemove method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) add_category() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_image() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_images() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_metaclass() (kwcoco.util.util_monkey.Reloadable class method) add_predictions() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) (kwcoco.metrics.voc_metrics.VOC_Metrics method) add_track() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_truth() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) (kwcoco.metrics.voc_metrics.VOC_Metrics method) add_video() (kwcoco.coco_dataset.MixinCocoAddRemove method) AddError aids (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_objects1d.Images property) alias (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) AliasedDictProxy (class in kwcoco.util.dict_proxy2) allclose() (kwcoco.util.IndexableWalker method) ALLOF() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.jsonschema_elements.QuantifierElements method) (kwcoco.util.QuantifierElements method) Annotation (class in kwcoco.coco_sql_dataset) AnnotGroups (class in kwcoco.coco_objects1d) Annots (class in kwcoco.coco_objects1d)

annots (kwcoco.coco_objects1d.Images property) (kwcoco.coco_objects1d.Tracks property) annots() (kwcoco.coco_dataset.MixinCocoObjects method) (kwcoco.coco_image.CocoImage method) (kwcoco.coco_image.CocoTrack method) (kwcoco.CocoImage method) anns (kwcoco.coco_dataset.MixinCocoIndex property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property) annToMask() (kwcoco.compat_dataset.COCO method) annToRLE() (kwcoco.compat_dataset.COCO method) ANY (kwcoco.util.jsonschema_elements.QuantifierElements property) (kwcoco.util.QuantifierElements property) ANYOF() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.jsonschema_elements.QuantifierElements method) (kwcoco.util.QuantifierElements method) Archive (class in kwcoco.util) (class in kwcoco.util.util_archive) area (kwcoco.coco_objects1d.Images property) ARRAY() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.ContainerElements method) (kwcoco.util.jsonschema_elements.ContainerElements method) as_completed() (kwcoco.util.util_futures.JobPool method) as_graph() (kwcoco.util.delayed_ops.DelayedOperation method) as_list() (kwcoco.FusedChannelSpec method) as_oset() (kwcoco.FusedChannelSpec method) as_path() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) as_set() (kwcoco.FusedChannelSpec method) as_xarray() (kwcoco.util.delayed_ops.DelayedChannelConcat method) (kwcoco.util.delayed_ops.ImageOpsMixin method) asdict() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) assert_dsets_allclose() (in module kwcoco.coco_sql_dataset) assets (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) attribute_frequency() (kwcoco.coco_objects1d.ObjectList1D method) auxiliary (kwcoco.coco_sql_dataset.Image attribute)

B

basic_stats() (kwcoco.coco_dataset.MixinCocoStats method) bbox (kwcoco.coco_sql_dataset.Annotation attribute) binarize_classless() (kwcoco.metrics.confusion_vectors.ConfusionVectors method) (kwcoco.metrics.ConfusionVectors method) binarize_ovr() (kwcoco.metrics.confusion_vectors.ConfusionVectors method) (kwcoco.metrics.ConfusionVectors method) BinaryConfusionVectors (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_vectors) block_seen() (kwcoco._helpers._ID_Remapper method) Boids (class in kwcoco.demo.boids)

BOOLEAN (kwcoco.util.jsonschema_elements.ScalarElements property) (kwcoco.util.ScalarElements property) boundary_conditions() (kwcoco.demo.boids.Boids method) boxes (kwcoco.coco_objects1d.Annots property) boxsize_stats() (kwcoco.coco_dataset.MixinCocoStats method) build() (kwcoco.coco_dataset.CocoIndex method) (kwcoco.coco_sql_dataset.CocoSqlIndex method) bundle_dpath (kwcoco.coco_image._CocoObject property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property)

C

cached_sql_coco_view() (in module kwcoco.coco_sql_dataset) caption (kwcoco.coco_sql_dataset.Annotation attribute) (kwcoco.coco_sql_dataset.Video attribute) Categories (class in kwcoco.coco_objects1d) categories() (kwcoco.coco_dataset.MixinCocoObjects method) Category (class in kwcoco.coco_sql_dataset) category_annotation_frequency() (kwcoco.coco_dataset.MixinCocoStats method) category_annotation_type_frequency() (kwcoco.coco_dataset.MixinCocoDepricate method) category_graph() (kwcoco.coco_dataset.MixinCocoAccessors method) category_id (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_sql_dataset.Annotation attribute) category_names (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) (kwcoco.coco_objects1d.Annots property) CategoryPatterns (class in kwcoco.demo.toypatterns) CategoryTree (class in kwcoco) (class in kwcoco.category_tree) catname (kwcoco.metrics.BinaryConfusionVectors property) (kwcoco.metrics.confusion_measures.Measures property) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors property) (kwcoco.metrics.Measures property) cats (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) (kwcoco.coco_dataset.MixinCocoIndex property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property) catToImgs (kwcoco.compat_dataset.COCO property) channels (kwcoco.coco_image.CocoImage property) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.CocoImage property) (kwcoco.util.delayed_ops.DelayedChannelConcat property) (kwcoco.util.delayed_ops.DelayedImage property) ChannelSpec (class in kwcoco) chans (kwcoco.SensorChanSpec property) children() (kwcoco.util.delayed_ops.DelayedNaryOperation method) (kwcoco.util.delayed_ops.DelayedOperation method) (kwcoco.util.delayed_ops.DelayedUnaryOperation method) cid_to_aids (kwcoco.coco_dataset.MixinCocoIndex property) cid_to_gids (kwcoco.coco_dataset.CocoIndex property) cid_to_rgb() (in module kwcoco.data.grab_camvid) cids (kwcoco.coco_objects1d.AnnotGroups property) (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_objects1d.Categories property) clamp_mag() (in module kwcoco.demo.boids) class_accuracy_from_confusion() (in module kwcoco.metrics.sklearn_alts) class_names (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) classes (kwcoco.metrics.detect_metrics.DetectionMetrics property) (kwcoco.metrics.DetectionMetrics property) classification_report() (in module kwcoco.metrics.clf_report) (kwcoco.metrics.confusion_vectors.ConfusionVectors method) (kwcoco.metrics.ConfusionVectors method) clear() (kwcoco.coco_dataset.CocoIndex method) (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) clear_annotations() (kwcoco.coco_dataset.MixinCocoAddRemove method) clear_images() (kwcoco.coco_dataset.MixinCocoAddRemove method) CLIConfig (kwcoco.cli.coco_eval.CocoEvalCLI attribute) (kwcoco.cli.coco_reroot.CocoRerootCLI attribute) (kwcoco.cli.coco_subset.CocoSubsetCLI attribute) close() (kwcoco.util.Archive method) (kwcoco.util.util_archive.Archive method) closest_point_on_line_segment() (in module kwcoco.demo.boids) cls (in module kwcoco.coco_sql_dataset) cnames (kwcoco.coco_objects1d.AnnotGroups property) (kwcoco.coco_objects1d.Annots property) coarsen() (kwcoco.metrics.confusion_vectors.ConfusionVectors method) (kwcoco.metrics.ConfusionVectors method) COCO (class in kwcoco.compat_dataset) coco_image() (kwcoco.coco_dataset.MixinCocoAccessors method) coco_images (kwcoco.coco_objects1d.Images property) coco_to_kpf() (in module kwcoco.kpf) CocoAnnotation (class in kwcoco.coco_image) CocoAsset (class in kwcoco.coco_image) CocoCategory (class in kwcoco.coco_image) CocoConformCLI (class in kwcoco.cli.coco_conform) CocoConformCLI.CLIConfig (class in kwcoco.cli.coco_conform) CocoDataset (class in kwcoco) (class in kwcoco.coco_dataset) CocoEvalCLI (class in kwcoco.cli.coco_eval) CocoEvalCLIConfig (class in kwcoco.cli.coco_eval) CocoEvalConfig (class in kwcoco.coco_evaluator) CocoEvaluator (class in kwcoco.coco_evaluator) CocoGrabCLI (class in kwcoco.cli.coco_grab) CocoGrabCLI.CLIConfig (class in kwcoco.cli.coco_grab)

CocoImage (class in kwcoco) (class in kwcoco.coco_image) CocoIndex (class in kwcoco.coco_dataset) CocoModifyCatsCLI (class in kwcoco.cli.coco_modify_categories) CocoModifyCatsCLI.CLIConfig (class in kwcoco.cli.coco_modify_categories) CocoMove (class in kwcoco.cli.coco_move) CocoRerootCLI (class in kwcoco.cli.coco_reroot) CocoRerootCLI.CocoRerootConfig (class in kwcoco.cli.coco_reroot) CocoResults (class in kwcoco.coco_evaluator) CocoShowCLI (class in kwcoco.cli.coco_show) CocoShowCLI.CLIConfig (class in kwcoco.cli.coco_show) CocoSingleResult (class in kwcoco.coco_evaluator) CocoSplitCLI (class in kwcoco.cli.coco_split) CocoSplitCLI.CLIConfig (class in kwcoco.cli.coco_split) CocoSqlDatabase (class in kwcoco) (class in kwcoco.coco_sql_dataset) CocoSqlIndex (class in kwcoco.coco_sql_dataset) CocoStatsCLI (class in kwcoco.cli.coco_stats) CocoStatsCLI.CLIConfig (class in kwcoco.cli.coco_stats) CocoSubsetCLI (class in kwcoco.cli.coco_subset) CocoSubsetCLI.CocoSubetConfig (class in kwcoco.cli.coco_subset) CocoToyDataCLI (class in kwcoco.cli.coco_toydata) CocoToyDataCLI.CLIConfig (class in kwcoco.cli.coco_toydata) CocoTrack (class in kwcoco.coco_image) CocoUnionCLI (class in kwcoco.cli.coco_union) CocoUnionCLI.CLIConfig (class in kwcoco.cli.coco_union) CocoValidateCLI (class in kwcoco.cli.coco_validate) CocoValidateCLI.CLIConfig (class in kwcoco.cli.coco_validate) CocoVideo (class in kwcoco.coco_image) code_list() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) coerce() (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.ChannelSpec class method) (kwcoco.coco_dataset.MixinCocoConstructors class method) (kwcoco.coco_sql_dataset.CocoSqlDatabase class method) (kwcoco.CocoSqlDatabase class method) (kwcoco.demo.toypatterns.CategoryPatterns class method) (kwcoco.FusedChannelSpec class method) (kwcoco.SensorChanSpec class method) (kwcoco.util.Archive class method) (kwcoco.util.util_archive.Archive class method) coerce_indent() (in module kwcoco.util.util_json) coerce_multiple() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) coerce_num_workers() (in module kwcoco.util.util_parallel) coerce_resolution() (in module kwcoco.coco_image) combine() (kwcoco.metrics.confusion_measures.MeasureCombiner method) (kwcoco.metrics.confusion_measures.Measures class method) (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) (kwcoco.metrics.Measures class method) component_indices() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) compress() (kwcoco.coco_objects1d.ObjectList1D method) compute_forces() (kwcoco.demo.boids.Boids method) concat() (kwcoco.FusedChannelSpec class method) concice_si_display() (in module kwcoco.metrics.drawing) concise() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) (kwcoco.SensorChanSpec method) conform() (kwcoco.coco_dataset.MixinCocoStats method) confusion_matrix() (in module kwcoco.metrics.sklearn_alts) (kwcoco.metrics.confusion_vectors.ConfusionVectors method) (kwcoco.metrics.ConfusionVectors method) confusion_vectors() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) ConfusionVectors (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_vectors) connect() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) ContainerElements (class in kwcoco.util) (class in kwcoco.util.jsonschema_elements) convert_camvid_raw_to_coco() (in module kwcoco.data.grab_camvid) convert_spacenet_to_kwcoco() (in module kwcoco.data.grab_spacenet) convert_voc_to_coco() (in module kwcoco.data.grab_voc) copy() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) corrupted_images() (kwcoco.coco_dataset.MixinCocoExtras method) counts() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.Measures method) createIndex() (kwcoco.compat_dataset.COCO method) crop() (kwcoco.util.delayed_ops.ImageOpsMixin method)

D

data_fpath (kwcoco.coco_dataset.MixinCocoExtras property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property) data_root (kwcoco.coco_dataset.MixinCocoExtras property) dataset (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property) datetime (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) decode() (kwcoco.ChannelSpec method) default (kwcoco.cli.coco_conform.CocoConformCLI.CLIConfig attribute) (kwcoco.cli.coco_eval.CocoEvalCLIConfig attribute) (kwcoco.cli.coco_grab.CocoGrabCLI.CLIConfig attribute) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI.CLIConfig attribute) (kwcoco.cli.coco_move.CocoMove attribute) (kwcoco.cli.coco_reroot.CocoRerootCLI.CocoRerootConfig attribute) (kwcoco.cli.coco_show.CocoShowCLI.CLIConfig attribute) (kwcoco.cli.coco_split.CocoSplitCLI.CLIConfig attribute) (kwcoco.cli.coco_stats.CocoStatsCLI.CLIConfig attribute) (kwcoco.cli.coco_subset.CocoSubsetCLI.CocoSubetConfig attribute) (kwcoco.cli.coco_toydata.CocoToyDataCLI.CLIConfig attribute) (kwcoco.cli.coco_union.CocoUnionCLI.CLIConfig attribute) (kwcoco.cli.coco_validate.CocoValidateCLI.CLIConfig attribute) (kwcoco.coco_evaluator.CocoEvalConfig attribute) DEFAULT_COLUMNS (kwcoco.kw18.KW18 attribute) delay() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) delayed_load() (kwcoco.coco_dataset.MixinCocoAccessors method) DelayedArray (class in kwcoco.util.delayed_ops) DelayedAsXarray (class in kwcoco.util.delayed_ops) DelayedChannelConcat (class in kwcoco.util.delayed_ops) DelayedConcat (class in kwcoco.util.delayed_ops) DelayedCrop (class in kwcoco.util.delayed_ops) DelayedDequantize (class in kwcoco.util.delayed_ops) DelayedFrameStack (class in kwcoco.util.delayed_ops) DelayedIdentity (class in kwcoco.util.delayed_ops) DelayedImage (class in kwcoco.util.delayed_ops) DelayedImageLeaf (class in kwcoco.util.delayed_ops) DelayedLoad (class in kwcoco.util.delayed_ops) DelayedNans (class in kwcoco.util.delayed_ops) DelayedNaryOperation (class in kwcoco.util.delayed_ops) DelayedOperation (class in kwcoco.util.delayed_ops) DelayedOverview (class in kwcoco.util.delayed_ops) DelayedStack (class in kwcoco.util.delayed_ops) DelayedUnaryOperation (class in kwcoco.util.delayed_ops) DelayedWarp (class in kwcoco.util.delayed_ops) delete() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) delitem() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) demo() (in module kwcoco.coco_sql_dataset) (in module kwcoco.kpf) (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.coco_dataset.MixinCocoConstructors class method) (kwcoco.kw18.KW18 class method) (kwcoco.metrics.BinaryConfusionVectors class method) (kwcoco.metrics.confusion_measures.Measures class method) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors class method) (kwcoco.metrics.confusion_vectors.ConfusionVectors class method) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors class method) (kwcoco.metrics.ConfusionVectors class method) (kwcoco.metrics.detect_metrics.DetectionMetrics class method) (kwcoco.metrics.DetectionMetrics class method) (kwcoco.metrics.Measures class method) (kwcoco.metrics.OneVsRestConfusionVectors class method) (kwcoco.util.delayed_ops.DelayedLoad class method)

demo_coco_data() (in module kwcoco.coco_dataset) demo_format_options() (in module kwcoco.metrics.drawing) demodata_toy_dset() (in module kwcoco.demo.toydata) (in module kwcoco.demo.toydata_image) demodata_toy_img() (in module kwcoco.demo.toydata) (in module kwcoco.demo.toydata_image) deprecated() (in module kwcoco.coco_schema) deprecated_function_alias() (in module kwcoco.util.util_deprecate) dequantize() (kwcoco.util.delayed_ops.ImageOpsMixin method) detach() (kwcoco.coco_image._CocoObject method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) DetectionMetrics (class in kwcoco.metrics) (class in kwcoco.metrics.detect_metrics) detections (kwcoco.coco_objects1d.Annots property) determenistic_colors() (in module kwcoco.metrics.drawing) devcheck() (in module kwcoco.coco_sql_dataset) developing() (kwcoco.util.util_monkey.Reloadable class method) dict_restructure() (in module kwcoco.coco_sql_dataset) DictInterface (class in kwcoco.util.dict_proxy2) DictLike (class in kwcoco.util) (class in kwcoco.util.dict_like) DictProxy (class in kwcoco.util.dict_like) DictProxy2 (class in kwcoco.util.dict_proxy2) difference() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) disconnect() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) dmet_area_weights() (in module kwcoco.coco_evaluator) download() (kwcoco.compat_dataset.COCO method) draw() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.confusion_measures.PerClass_Measures method) (kwcoco.metrics.Measures method) (kwcoco.metrics.PerClass_Measures method) draw_distribution() (kwcoco.metrics.BinaryConfusionVectors method) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors method) draw_image() (kwcoco.coco_dataset.MixinCocoDraw method) draw_perclass_prcurve() (in module kwcoco.metrics.drawing) draw_perclass_roc() (in module kwcoco.metrics.drawing) draw_perclass_thresholds() (in module kwcoco.metrics.drawing) draw_pr() (kwcoco.metrics.confusion_measures.PerClass_Measures method) (kwcoco.metrics.PerClass_Measures method) draw_prcurve() (in module kwcoco.metrics.drawing) draw_roc() (in module kwcoco.metrics.drawing) (kwcoco.metrics.confusion_measures.PerClass_Measures method) (kwcoco.metrics.PerClass_Measures method) draw_threshold_curves() (in module kwcoco.metrics.drawing) dsize (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) (kwcoco.util.delayed_ops.DelayedImage property) dump() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.coco_evaluator.CocoResults method) (kwcoco.coco_evaluator.CocoSingleResult method) (kwcoco.CocoDataset method) (kwcoco.kw18.KW18 method) dump_figures() (kwcoco.coco_evaluator.CocoResults method) (kwcoco.coco_evaluator.CocoSingleResult method) dumps() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.kw18.KW18 method) DuplicateAddError

E

eff() (kwcoco.demo.toypatterns.Rasters static method) Element (class in kwcoco.util) (class in kwcoco.util.jsonschema_elements) encode() (kwcoco.ChannelSpec method) enrich_confusion_vectors() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) ensure_category() (kwcoco.coco_dataset.MixinCocoAddRemove method) ensure_image() (kwcoco.coco_dataset.MixinCocoAddRemove method) ensure_json_serializable() (in module kwcoco.util) (in module kwcoco.util.util_json) ensure_sql_coco_view() (in module kwcoco.coco_sql_dataset) ensure_track() (kwcoco.coco_dataset.MixinCocoAddRemove method)

ensure_video() (kwcoco.coco_dataset.MixinCocoAddRemove method) ensure_voc_coco() (in module kwcoco.data.grab_voc) ensure_voc_data() (in module kwcoco.data.grab_voc) epilog (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI.CLIConfig attribute) (kwcoco.cli.coco_toydata.CocoToyDataCLI.CLIConfig attribute) eval_detections_cli() (in module kwcoco.metrics) (in module kwcoco.metrics.detect_metrics) evaluate() (kwcoco.coco_evaluator.CocoEvaluator method) (kwcoco.util.delayed_ops.DelayedImage method) Executor (class in kwcoco.util.util_futures) extended_stats() (kwcoco.coco_dataset.MixinCocoStats method) extractall() (kwcoco.util.Archive method) (kwcoco.util.util_archive.Archive method)

F

FallbackCocoBase (class in kwcoco.coco_sql_dataset) false_color() (in module kwcoco.demo.toydata_video) fast_confusion_matrix() (in module kwcoco.metrics.functional) file_name (kwcoco.coco_sql_dataset.Image attribute) finalize() (kwcoco.metrics.confusion_measures.MeasureCombiner method) (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) (kwcoco.util.delayed_ops.DelayedOperation method) find_asset() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) find_asset_obj() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) find_json_unserializable() (in module kwcoco.util) (in module kwcoco.util.util_json) find_representative_images() (kwcoco.coco_dataset.MixinCocoStats method) find_reroot_autofix() (in module kwcoco.cli.coco_reroot) fix_msys_path() (in module kwcoco.util.util_windows) forest_str() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) fpath (kwcoco.coco_dataset.CocoDataset property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoDataset property) (kwcoco.CocoSqlDatabase property) (kwcoco.util.delayed_ops.DelayedLoad property) frame_index (kwcoco.coco_sql_dataset.Image attribute) from_arrays() (kwcoco.metrics.confusion_vectors.ConfusionVectors class method) (kwcoco.metrics.ConfusionVectors class method) from_class_image_paths() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method)

from_coco() (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.kw18.KW18 class method) (kwcoco.metrics.detect_metrics.DetectionMetrics class method) (kwcoco.metrics.DetectionMetrics class method) from_coco_paths() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) from_data() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) from_gid() (kwcoco.coco_image.CocoImage class method) (kwcoco.CocoImage class method) from_image_paths() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) from_json() (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.coco_evaluator.CocoResults class method) (kwcoco.coco_evaluator.CocoSingleResult class method) (kwcoco.metrics.confusion_measures.Measures class method) (kwcoco.metrics.confusion_measures.PerClass_Measures class method) (kwcoco.metrics.confusion_vectors.ConfusionVectors class method) (kwcoco.metrics.ConfusionVectors class method) (kwcoco.metrics.Measures class method) (kwcoco.metrics.PerClass_Measures class method) from_mutex() (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) fuse() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) FusedChannelSpec (class in kwcoco)

G

get() (kwcoco._helpers._NextId method) (kwcoco.coco_image.CocoImage method) (kwcoco.coco_objects1d.ObjectList1D method) (kwcoco.CocoImage method) (kwcoco.demo.toypatterns.CategoryPatterns method) (kwcoco.util.dict_like.DictLike method) (kwcoco.util.dict_proxy2.DictInterface method) (kwcoco.util.DictLike method) get_auxiliary_fpath() (kwcoco.coco_dataset.MixinCocoAccessors method) get_image_fpath() (kwcoco.coco_dataset.MixinCocoAccessors method) get_overview() (kwcoco.util.delayed_ops.ImageOpsMixin method) get_transform_from() (kwcoco.util.delayed_ops.ImageOpsMixin method) get_transform_from_leaf() (kwcoco.util.delayed_ops.DelayedImage method) (kwcoco.util.delayed_ops.DelayedImageLeaf method) getAnnIds() (kwcoco.compat_dataset.COCO method)

getCatIds() (kwcoco.compat_dataset.COCO method) getImgIds() (kwcoco.compat_dataset.COCO method) getitem() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) gid_to_aids (kwcoco.coco_dataset.MixinCocoIndex property) gids (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_objects1d.Images property) global_accuracy_from_confusion() (in module kwcoco.metrics.sklearn_alts) gname (kwcoco.coco_objects1d.Images property) gpath (kwcoco.coco_objects1d.Images property) grab_camvid_sampler() (in module kwcoco.data.grab_camvid) grab_camvid_train_test_val_splits() (in module kwcoco.data.grab_camvid) grab_coco_camvid() (in module kwcoco.data.grab_camvid) grab_domain_net() (in module kwcoco.data.grab_domainnet) grab_raw_camvid() (in module kwcoco.data.grab_camvid) grab_spacenet7() (in module kwcoco.data.grab_spacenet)

H

height (kwcoco.coco_objects1d.Images property) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.Video attribute)

I

id (kwcoco.coco_sql_dataset.Annotation attribute) (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) (kwcoco.coco_sql_dataset.Track attribute) (kwcoco.coco_sql_dataset.Video attribute) id_to_idx (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) ids (kwcoco.coco_objects1d.ObjectList1D property) idx_pairwise_distance() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) idx_to_ancestor_idxs() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) idx_to_descendants_idxs() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) idx_to_id (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) Image (class in kwcoco.coco_sql_dataset) image_filepath() (kwcoco.coco_image.CocoAsset method) image_id (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_sql_dataset.Annotation attribute) ImageGroups (class in kwcoco.coco_objects1d) ImageOpsMixin (class in kwcoco.util.delayed_ops) Images (class in kwcoco.coco_objects1d) images (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_objects1d.Videos property) images() (kwcoco.coco_dataset.MixinCocoObjects method) imdelay() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) img_root (kwcoco.coco_dataset.MixinCocoExtras property) imgs (kwcoco.coco_dataset.MixinCocoIndex property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property) imgToAnns (kwcoco.compat_dataset.COCO property)

imread() (kwcoco.coco_dataset.MixinCocoDepricate method) index() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.demo.toypatterns.CategoryPatterns method) indexable_allclose() (in module kwcoco.util) (in module kwcoco.util.util_json) IndexableWalker (class in kwcoco.util) info (kwcoco.ChannelSpec property) info() (kwcoco.compat_dataset.COCO method) initialize() (kwcoco.demo.boids.Boids method) INTEGER (kwcoco.util.jsonschema_elements.ScalarElements property) (kwcoco.util.ScalarElements property) intersection() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) InvalidAddError is_mutex() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) is_windows_path() (in module kwcoco.util.util_windows) iscrowd (kwcoco.coco_sql_dataset.Annotation attribute) issubset() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) issuperset() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) items() (kwcoco.ChannelSpec method) (kwcoco.coco_sql_dataset.SqlDictProxy method) (kwcoco.coco_sql_dataset.SqlIdGroupDictProxy method) (kwcoco.util.dict_like.DictLike method) (kwcoco.util.dict_proxy2.DictInterface method) (kwcoco.util.DictLike method) iter_asset_objs() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) iter_assets() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) iter_image_filepaths() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method)

J

JobPool (class in kwcoco.util.util_futures)

join() (kwcoco.util.util_futures.JobPool method)

K

keypoint_annotation_frequency() (kwcoco.coco_dataset.MixinCocoDepricate method) keypoint_categories() (kwcoco.coco_dataset.MixinCocoAccessors method) KeypointCategory (class in kwcoco.coco_sql_dataset) keypoints (kwcoco.coco_sql_dataset.Annotation attribute) keys() (kwcoco.ChannelSpec method) (kwcoco.coco_image.CocoImage method) (kwcoco.coco_sql_dataset.SqlDictProxy method) (kwcoco.coco_sql_dataset.SqlIdGroupDictProxy method) (kwcoco.CocoImage method) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors method) (kwcoco.metrics.OneVsRestConfusionVectors method) (kwcoco.util.dict_like.DictLike method) (kwcoco.util.dict_like.DictProxy method) (kwcoco.util.dict_proxy2.AliasedDictProxy method) (kwcoco.util.dict_proxy2.DictInterface method) (kwcoco.util.dict_proxy2.DictProxy2 method) (kwcoco.util.DictLike method) KW18 (class in kwcoco.kw18) kwcoco module kwcoco.__init__ module kwcoco.__main__ module kwcoco._helpers module kwcoco.abstract_coco_dataset module kwcoco.category_tree module kwcoco.channel_spec module kwcoco.cli module kwcoco.cli.__main__ module kwcoco.cli.coco_conform module kwcoco.cli.coco_eval module kwcoco.cli.coco_grab module kwcoco.cli.coco_modify_categories module kwcoco.cli.coco_move module kwcoco.cli.coco_reroot module kwcoco.cli.coco_show module kwcoco.cli.coco_split module kwcoco.cli.coco_stats module kwcoco.cli.coco_subset module kwcoco.cli.coco_toydata module kwcoco.cli.coco_union module kwcoco.cli.coco_validate module kwcoco.coco_dataset module kwcoco.coco_evaluator module kwcoco.coco_image module kwcoco.coco_objects1d module kwcoco.coco_schema module kwcoco.coco_sql_dataset module kwcoco.compat_dataset module kwcoco.data module kwcoco.data.grab_camvid module kwcoco.data.grab_datasets module kwcoco.data.grab_domainnet module

kwcoco.data.grab_spacenet module kwcoco.data.grab_voc module kwcoco.demo module kwcoco.demo.boids module kwcoco.demo.perterb module kwcoco.demo.toydata module kwcoco.demo.toydata_image module kwcoco.demo.toydata_video module kwcoco.demo.toypatterns module kwcoco.exceptions module kwcoco.kpf module kwcoco.kw18 module kwcoco.metrics module kwcoco.metrics.assignment module kwcoco.metrics.clf_report module kwcoco.metrics.confusion_measures module kwcoco.metrics.confusion_vectors module kwcoco.metrics.detect_metrics module kwcoco.metrics.drawing module kwcoco.metrics.functional module kwcoco.metrics.sklearn_alts module kwcoco.metrics.voc_metrics module kwcoco.sensorchan_spec module kwcoco.util module kwcoco.util.delayed_ops module kwcoco.util.dict_like module kwcoco.util.dict_proxy2 module kwcoco.util.jsonschema_elements module kwcoco.util.lazy_frame_backends module kwcoco.util.util_archive module kwcoco.util.util_deprecate module kwcoco.util.util_eval module kwcoco.util.util_futures module kwcoco.util.util_json module kwcoco.util.util_monkey module kwcoco.util.util_parallel module kwcoco.util.util_reroot module kwcoco.util.util_sklearn module kwcoco.util.util_special_json module kwcoco.util.util_truncate module kwcoco.util.util_windows module

L

late_fuse() (kwcoco.SensorChanSpec method) leafs() (kwcoco.util.delayed_ops.DelayedOperation method) load() (kwcoco.kw18.KW18 class method) load_annot_sample() (kwcoco.coco_dataset.MixinCocoAccessors method) load_image() (kwcoco.coco_dataset.MixinCocoAccessors method) load_multiple() (kwcoco.coco_dataset.CocoDataset class method) (kwcoco.CocoDataset class method) loadAnns() (kwcoco.compat_dataset.COCO method)

loadCats() (kwcoco.compat_dataset.COCO method) loadImgs() (kwcoco.compat_dataset.COCO method) loadNumpyAnnotations() (kwcoco.compat_dataset.COCO method) loadRes() (kwcoco.compat_dataset.COCO method) loads() (kwcoco.kw18.KW18 class method) log() (kwcoco.coco_evaluator.CocoEvaluator method) lookup() (kwcoco.coco_objects1d.ObjectGroups method) (kwcoco.coco_objects1d.ObjectList1D method)

M

main() (in module kwcoco.cli.__main__) (in module kwcoco.cli.coco_eval) (in module kwcoco.cli.coco_stats) (in module kwcoco.data.grab_camvid) (in module kwcoco.data.grab_spacenet) (in module kwcoco.data.grab_voc) (kwcoco.cli.coco_conform.CocoConformCLI class method) (kwcoco.cli.coco_eval.CocoEvalCLI class method) (kwcoco.cli.coco_grab.CocoGrabCLI class method) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI class method) (kwcoco.cli.coco_move.CocoMove class method) (kwcoco.cli.coco_reroot.CocoRerootCLI class method) (kwcoco.cli.coco_show.CocoShowCLI class method) (kwcoco.cli.coco_split.CocoSplitCLI class method) (kwcoco.cli.coco_stats.CocoStatsCLI class method) (kwcoco.cli.coco_subset.CocoSubsetCLI class method) (kwcoco.cli.coco_toydata.CocoToyDataCLI class method) (kwcoco.cli.coco_union.CocoUnionCLI class method) (kwcoco.cli.coco_validate.CocoValidateCLI class method) map() (kwcoco.util.util_futures.Executor method) matching_sensor() (kwcoco.SensorChanSpec method) maximized_thresholds() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.Measures method) MeasureCombiner (class in kwcoco.metrics.confusion_measures) Measures (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_measures) measures() (kwcoco.metrics.BinaryConfusionVectors method) (kwcoco.metrics.confusion_vectors.BinaryConfusionVectors method) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors method) (kwcoco.metrics.OneVsRestConfusionVectors method) MEMORY_URI (kwcoco.coco_sql_dataset.CocoSqlDatabase attribute) (kwcoco.CocoSqlDatabase attribute) missing_images() (kwcoco.coco_dataset.MixinCocoExtras method) MixinCocoAccessors (class in kwcoco.coco_dataset) MixinCocoAddRemove (class in kwcoco.coco_dataset) MixinCocoConstructors (class in kwcoco.coco_dataset) MixinCocoDepricate (class in kwcoco.coco_dataset) MixinCocoDraw (class in kwcoco.coco_dataset) MixinCocoExtras (class in kwcoco.coco_dataset) MixinCocoHashing (class in kwcoco.coco_dataset) MixinCocoIndex (class in kwcoco.coco_dataset) MixinCocoObjects (class in kwcoco.coco_dataset) MixinCocoStats (class in kwcoco.coco_dataset) module kwcoco kwcoco.__init__ kwcoco.__main__ kwcoco._helpers kwcoco.abstract_coco_dataset kwcoco.category_tree kwcoco.channel_spec kwcoco.cli kwcoco.cli.__main__ kwcoco.cli.coco_conform kwcoco.cli.coco_eval kwcoco.cli.coco_grab kwcoco.cli.coco_modify_categories kwcoco.cli.coco_move kwcoco.cli.coco_reroot kwcoco.cli.coco_show kwcoco.cli.coco_split kwcoco.cli.coco_stats kwcoco.cli.coco_subset kwcoco.cli.coco_toydata kwcoco.cli.coco_union kwcoco.cli.coco_validate kwcoco.coco_dataset kwcoco.coco_evaluator kwcoco.coco_image kwcoco.coco_objects1d kwcoco.coco_schema kwcoco.coco_sql_dataset kwcoco.compat_dataset kwcoco.data kwcoco.data.grab_camvid kwcoco.data.grab_datasets kwcoco.data.grab_domainnet kwcoco.data.grab_spacenet kwcoco.data.grab_voc kwcoco.demo kwcoco.demo.boids kwcoco.demo.perterb kwcoco.demo.toydata kwcoco.demo.toydata_image kwcoco.demo.toydata_video kwcoco.demo.toypatterns kwcoco.exceptions kwcoco.kpf kwcoco.kw18 kwcoco.metrics kwcoco.metrics.assignment kwcoco.metrics.clf_report kwcoco.metrics.confusion_measures kwcoco.metrics.confusion_vectors kwcoco.metrics.detect_metrics kwcoco.metrics.drawing kwcoco.metrics.functional kwcoco.metrics.sklearn_alts kwcoco.metrics.voc_metrics kwcoco.sensorchan_spec kwcoco.util kwcoco.util.delayed_ops kwcoco.util.dict_like kwcoco.util.dict_proxy2 kwcoco.util.jsonschema_elements kwcoco.util.lazy_frame_backends kwcoco.util.util_archive kwcoco.util.util_deprecate kwcoco.util.util_eval kwcoco.util.util_futures kwcoco.util.util_json kwcoco.util.util_monkey kwcoco.util.util_parallel kwcoco.util.util_reroot kwcoco.util.util_sklearn kwcoco.util.util_special_json kwcoco.util.util_truncate kwcoco.util.util_windows

N

n_annots (kwcoco.coco_dataset.MixinCocoStats property) (kwcoco.coco_objects1d.Images property) n_assets (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) n_cats (kwcoco.coco_dataset.MixinCocoStats property) n_images (kwcoco.coco_dataset.MixinCocoStats property) n_tracks (kwcoco.coco_dataset.MixinCocoStats property) n_videos (kwcoco.coco_dataset.MixinCocoStats property) name (kwcoco.cli.coco_conform.CocoConformCLI attribute) (kwcoco.cli.coco_eval.CocoEvalCLI attribute) (kwcoco.cli.coco_grab.CocoGrabCLI attribute) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI attribute) (kwcoco.cli.coco_reroot.CocoRerootCLI attribute) (kwcoco.cli.coco_show.CocoShowCLI attribute) (kwcoco.cli.coco_split.CocoSplitCLI attribute) (kwcoco.cli.coco_stats.CocoStatsCLI attribute) (kwcoco.cli.coco_subset.CocoSubsetCLI attribute) (kwcoco.cli.coco_toydata.CocoToyDataCLI attribute) (kwcoco.cli.coco_union.CocoUnionCLI attribute) (kwcoco.cli.coco_validate.CocoValidateCLI attribute) (kwcoco.coco_image.CocoImage property) (kwcoco.coco_objects1d.Categories property) (kwcoco.coco_objects1d.Tracks property) (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) (kwcoco.coco_sql_dataset.Track attribute) (kwcoco.coco_sql_dataset.Video attribute) (kwcoco.CocoImage property) name_to_cat (kwcoco.coco_dataset.MixinCocoIndex property) (kwcoco.coco_sql_dataset.CocoSqlDatabase property) (kwcoco.CocoSqlDatabase property)

names() (kwcoco.util.Archive method) (kwcoco.util.util_archive.Archive method) nesting() (kwcoco.util.delayed_ops.DelayedOperation method) next_id() (kwcoco._helpers._ID_Remapper method) normalize() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.ChannelSpec method) (kwcoco.coco_evaluator.CocoEvalConfig method) (kwcoco.FusedChannelSpec method) (kwcoco.SensorChanSpec method) NOT() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.jsonschema_elements.QuantifierElements method) (kwcoco.util.QuantifierElements method) NULL (kwcoco.util.jsonschema_elements.ScalarElements property) (kwcoco.util.ScalarElements property) num_channels (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) (kwcoco.util.delayed_ops.DelayedImage property) num_classes (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) num_overviews (kwcoco.util.delayed_ops.DelayedChannelConcat property) (kwcoco.util.delayed_ops.DelayedImage property) (kwcoco.util.delayed_ops.DelayedOverview property) NUMBER (kwcoco.util.jsonschema_elements.ScalarElements property) (kwcoco.util.ScalarElements property) numel() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method)

O

OBJECT() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.ContainerElements method) (kwcoco.util.jsonschema_elements.ContainerElements method) object_categories() (kwcoco.coco_dataset.MixinCocoAccessors method) ObjectGroups (class in kwcoco.coco_objects1d) ObjectList1D (class in kwcoco.coco_objects1d) objs (kwcoco.coco_objects1d.ObjectList1D property) ONEOF() (in module kwcoco.util) (in module kwcoco.util.jsonschema_elements) (kwcoco.util.jsonschema_elements.QuantifierElements method) (kwcoco.util.QuantifierElements method) OneVersusRestMeasureCombiner (class in kwcoco.metrics.confusion_measures)

OneVsRestConfusionVectors (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_vectors) optimize() (kwcoco.util.delayed_ops.DelayedAsXarray method) (kwcoco.util.delayed_ops.DelayedChannelConcat method) (kwcoco.util.delayed_ops.DelayedCrop method) (kwcoco.util.delayed_ops.DelayedDequantize method) (kwcoco.util.delayed_ops.DelayedImageLeaf method) (kwcoco.util.delayed_ops.DelayedOperation method) (kwcoco.util.delayed_ops.DelayedOverview method) (kwcoco.util.delayed_ops.DelayedWarp method) orm_to_dict() (in module kwcoco.coco_sql_dataset) ovr_classification_report() (in module kwcoco.metrics.clf_report) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors method) (kwcoco.metrics.OneVsRestConfusionVectors method)

P

pandas_table() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) parse() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec class method) parse_quantity() (in module kwcoco.coco_image) paths() (kwcoco.demo.boids.Boids method) pct_summarize2() (in module kwcoco.metrics.detect_metrics) peek() (kwcoco.coco_objects1d.ObjectList1D method) PerClass_Measures (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_measures) perterb_coco() (in module kwcoco.demo.perterb) populate_from() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method)

populate_info() (in module kwcoco.metrics.confusion_measures) pred_detections() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) prepare() (kwcoco.util.delayed_ops.DelayedLoad method) (kwcoco.util.delayed_ops.DelayedOperation method) primary_asset() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) primary_image_filepath() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) print_graph() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.util.delayed_ops.DelayedOperation method) prob (kwcoco.coco_sql_dataset.Annotation attribute) pycocotools_confusion_vectors() (in module kwcoco.metrics.detect_metrics)

Q

QuantifierElements (class in kwcoco.util) (class in kwcoco.util.jsonschema_elements)

query_subset() (in module kwcoco.cli.coco_subset) queue_size (kwcoco.metrics.confusion_measures.MeasureCombiner property)

R

random() (kwcoco.coco_dataset.MixinCocoConstructors class method) random_category() (kwcoco.demo.toypatterns.CategoryPatterns method) random_multi_object_path() (in module kwcoco.demo.toydata_video) random_path() (in module kwcoco.demo.toydata_video) random_single_video_dset() (in module kwcoco.demo.toydata) (in module kwcoco.demo.toydata_video) random_video_dset() (in module kwcoco.demo.toydata) (in module kwcoco.demo.toydata_video) Rasters (class in kwcoco.demo.toypatterns) raw_table() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) read() (kwcoco.util.Archive method) (kwcoco.util.util_archive.Archive method) reconstruct() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.Measures method) reflection_id (kwcoco.coco_sql_dataset.KeypointCategory attribute) Reloadable (class in kwcoco.util.util_monkey) remap() (kwcoco._helpers._ID_Remapper method) (kwcoco._helpers.UniqueNameRemapper method) remove_annotation() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_annotation_keypoints() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_annotations() (kwcoco.coco_dataset.MixinCocoAddRemove method)

remove_categories() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_images() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_keypoint_categories() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_tracks() (kwcoco.coco_dataset.MixinCocoAddRemove method) remove_videos() (kwcoco.coco_dataset.MixinCocoAddRemove method) rename_categories() (kwcoco.coco_dataset.MixinCocoExtras method) render_background() (in module kwcoco.demo.toydata_video) render_category() (kwcoco.demo.toypatterns.CategoryPatterns method) render_foreground() (in module kwcoco.demo.toydata_video) render_toy_dataset() (in module kwcoco.demo.toydata_video) render_toy_image() (in module kwcoco.demo.toydata_video) reroot() (kwcoco.coco_dataset.MixinCocoExtras method) resize() (kwcoco.util.delayed_ops.ImageOpsMixin method) resolution() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) resolve_directory_symlinks() (in module kwcoco.util) (in module kwcoco.util.util_reroot) resolve_relative_to() (in module kwcoco.util) (in module kwcoco.util.util_reroot) restricted_eval() (in module kwcoco.util.util_eval) RestrictedSyntaxError reversable_diff() (in module kwcoco.metrics.confusion_measures) rgb_to_cid() (in module kwcoco.data.grab_camvid)

S

ScalarElements (class in kwcoco.util) (class in kwcoco.util.jsonschema_elements) scale() (kwcoco.util.delayed_ops.ImageOpsMixin method) SchemaElements (class in kwcoco.util) (class in kwcoco.util.jsonschema_elements) score (kwcoco.coco_sql_dataset.Annotation attribute) score() (kwcoco.metrics.voc_metrics.VOC_Metrics method) score_coco() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) score_kwant() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) score_kwcoco() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) score_pycocotools() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) score_voc() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) segmentation (kwcoco.coco_sql_dataset.Annotation attribute) send() (kwcoco.util.IndexableWalker method) SensorChanSpec (class in kwcoco) set() (kwcoco.coco_objects1d.ObjectList1D method) set_annotation_category() (kwcoco.coco_dataset.MixinCocoAddRemove method) setitem() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) shape (kwcoco.util.delayed_ops.DelayedArray property) (kwcoco.util.delayed_ops.DelayedChannelConcat property) (kwcoco.util.delayed_ops.DelayedConcat property) (kwcoco.util.delayed_ops.DelayedImage property) (kwcoco.util.delayed_ops.DelayedOperation property) (kwcoco.util.delayed_ops.DelayedStack property) show() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) show_image() (kwcoco.coco_dataset.MixinCocoDraw method) showAnns() (kwcoco.compat_dataset.COCO method) shutdown() (kwcoco.util.util_futures.Executor method) (kwcoco.util.util_futures.JobPool method) size (kwcoco.coco_objects1d.Images property) sizes() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) smart_truncate() (in module kwcoco.util) (in module kwcoco.util.util_truncate) sort_values() (kwcoco.coco_objects1d.ObjectList1D method) SortedSet (class in kwcoco._helpers)

SortedSetQuiet (in module kwcoco._helpers) spec (kwcoco.ChannelSpec property) (kwcoco.FusedChannelSpec property) special_reroot_single() (in module kwcoco.util) (in module kwcoco.util.util_reroot) split() (kwcoco.util.StratifiedGroupKFold method) (kwcoco.util.util_sklearn.StratifiedGroupKFold method) SqlDictProxy (class in kwcoco.coco_sql_dataset) SqlIdGroupDictProxy (class in kwcoco.coco_sql_dataset) SqlListProxy (class in kwcoco.coco_sql_dataset) star() (in module kwcoco.demo.toypatterns) stats() (kwcoco.coco_dataset.MixinCocoStats method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) step() (kwcoco.demo.boids.Boids method) StratifiedGroupKFold (class in kwcoco.util) (class in kwcoco.util.util_sklearn) streams() (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) (kwcoco.SensorChanSpec method) STRING (kwcoco.util.jsonschema_elements.ScalarElements property) (kwcoco.util.ScalarElements property) subgraph() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) submit() (kwcoco.metrics.confusion_measures.MeasureCombiner method) (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) (kwcoco.util.util_futures.Executor method) (kwcoco.util.util_futures.JobPool method) subset() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) summarize() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) summary() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.confusion_measures.PerClass_Measures method) (kwcoco.metrics.Measures method) (kwcoco.metrics.PerClass_Measures method) summary_plot() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.confusion_measures.PerClass_Measures method) (kwcoco.metrics.Measures method) (kwcoco.metrics.PerClass_Measures method) supercategory (kwcoco.coco_objects1d.Categories property) (kwcoco.coco_sql_dataset.Category attribute) (kwcoco.coco_sql_dataset.KeypointCategory attribute) superstar() (kwcoco.demo.toypatterns.Rasters static method) SupressPrint (class in kwcoco.util.util_monkey)

T

table_names() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) tabular_targets() (kwcoco.coco_sql_dataset.CocoSqlDatabase method) (kwcoco.CocoSqlDatabase method) take() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.coco_objects1d.ObjectList1D method) take_channels() (kwcoco.util.delayed_ops.DelayedChannelConcat method) (kwcoco.util.delayed_ops.DelayedImage method) throw() (kwcoco.util.IndexableWalker method) timestamp (kwcoco.coco_sql_dataset.Image attribute) to_coco() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.kw18.KW18 method)

to_dict() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.DictLike method) to_list() (kwcoco.FusedChannelSpec method) to_oset() (kwcoco.FusedChannelSpec method) to_set() (kwcoco.FusedChannelSpec method) Track (class in kwcoco.coco_sql_dataset) track_id (kwcoco.coco_sql_dataset.Annotation attribute) track_ids (kwcoco.coco_objects1d.Tracks property) Tracks (class in kwcoco.coco_objects1d) tracks() (kwcoco.coco_dataset.MixinCocoObjects method) transform (kwcoco.util.delayed_ops.DelayedWarp property) triu_condense_multi_index() (in module kwcoco.demo.boids) true_detections() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) TUPLE() (in module kwcoco.coco_schema)

U

unarchive_file() (in module kwcoco.util) (in module kwcoco.util.util_archive) undo_warp() (kwcoco.util.delayed_ops.DelayedImage method) undo_warps() (kwcoco.util.delayed_ops.DelayedChannelConcat method) union() (kwcoco.ChannelSpec method) (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.FusedChannelSpec method)

unique() (kwcoco.ChannelSpec method) (kwcoco.coco_objects1d.ObjectList1D method) (kwcoco.FusedChannelSpec method) UniqueNameRemapper (class in kwcoco._helpers) update() (kwcoco.util.dict_like.DictLike method) (kwcoco.util.dict_proxy2.DictInterface method) (kwcoco.util.DictLike method) update_neighbors() (kwcoco.demo.boids.Boids method)

V

valid_region() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) validate() (kwcoco.coco_dataset.MixinCocoStats method) (kwcoco.util.Element method) (kwcoco.util.jsonschema_elements.Element method) values() (kwcoco.ChannelSpec method) (kwcoco.coco_sql_dataset.SqlDictProxy method) (kwcoco.coco_sql_dataset.SqlIdGroupDictProxy method) (kwcoco.util.dict_like.DictLike method) (kwcoco.util.dict_proxy2.DictInterface method) (kwcoco.util.DictLike method)

Video (class in kwcoco.coco_sql_dataset) video (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) video_id (kwcoco.coco_sql_dataset.Image attribute) Videos (class in kwcoco.coco_objects1d) videos() (kwcoco.coco_dataset.MixinCocoObjects method) view_sql() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) VOC_Metrics (class in kwcoco.metrics.voc_metrics)

W

warp() (kwcoco.util.delayed_ops.ImageOpsMixin method) warp_img_from_vid (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) warp_img_to_vid (kwcoco.coco_sql_dataset.Image attribute) warp_vid_from_img (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property)

weight (kwcoco.coco_sql_dataset.Annotation attribute) width (kwcoco.coco_objects1d.Images property) (kwcoco.coco_sql_dataset.Image attribute) (kwcoco.coco_sql_dataset.Video attribute) write_network_text() (kwcoco.util.delayed_ops.DelayedOperation method)

X

xywh (kwcoco.coco_objects1d.Annots property)