Index

A

AbstractCocoDataset (class in kwcoco) (class in kwcoco.abstract_coco_dataset) add_annotation() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_annotations() (kwcoco.coco_dataset.MixinCocoAddRemove method) add_asset() (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_predictions() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) (kwcoco.metrics.voc_metrics.VOC_Metrics 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) AnnotGroups (class in kwcoco.coco_objects1d) Annots (class in kwcoco.coco_objects1d) annots (kwcoco.coco_objects1d.Images property) annots() (kwcoco.coco_dataset.MixinCocoObjects method) anns (kwcoco.coco_dataset.MixinCocoIndex property) annToMask() (kwcoco.compat_dataset.COCO method) annToRLE() (kwcoco.compat_dataset.COCO method) area (kwcoco.coco_objects1d.Images property) as_list (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) as_oset (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) as_path() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) as_set (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) attribute_frequency() (kwcoco.coco_objects1d.ObjectList1D method)

B

BaseChannelSpec (class in kwcoco.channel_spec) basic_stats() (kwcoco.coco_dataset.MixinCocoStats method) 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)

Boids (class in kwcoco.demo.boids) 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) bundle_dpath (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property)

C

Categories (class in kwcoco.coco_objects1d) categories() (kwcoco.coco_dataset.MixinCocoObjects method) category_annotation_frequency() (kwcoco.coco_dataset.MixinCocoStats method) category_annotation_type_frequency() (kwcoco.coco_dataset.MixinCocoStats method) category_graph() (kwcoco.coco_dataset.MixinCocoAccessors method) category_id (kwcoco.coco_objects1d.Annots property) category_names (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) 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) catToImgs (kwcoco.compat_dataset.COCO property) chan_code() (kwcoco.sensorchan_spec.SensorChanTransformer method) chan_getitem() (kwcoco.sensorchan_spec.SensorChanTransformer method) chan_getslice_0b() (kwcoco.sensorchan_spec.SensorChanTransformer method) chan_getslice_ab() (kwcoco.sensorchan_spec.SensorChanTransformer method) chan_id() (kwcoco.sensorchan_spec.SensorChanTransformer method) chan_single() (kwcoco.sensorchan_spec.SensorChanTransformer method) channel_rhs() (kwcoco.sensorchan_spec.SensorChanTransformer method) channels (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) ChannelSpec (class in kwcoco) (class in kwcoco.channel_spec) chans (kwcoco.sensorchan_spec.FusedSensorChanSpec property) (kwcoco.sensorchan_spec.SensorChanSpec property) 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) 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) closest_point_on_line_segment() (in module kwcoco.demo.boids) 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) CocoAsset (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) 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) CocoRerootCLI (class in kwcoco.cli.coco_reroot) CocoRerootCLI.CLIConfig (class in kwcoco.cli.coco_reroot) CocoShowCLI (class in kwcoco.cli.coco_show) CocoShowCLI.CLIConfig (class in kwcoco.cli.coco_show) CocoSplitCLI (class in kwcoco.cli.coco_split) CocoSplitCLI.CLIConfig (class in kwcoco.cli.coco_split) CocoStatsCLI (class in kwcoco.cli.coco_stats) CocoStatsCLI.CLIConfig (class in kwcoco.cli.coco_stats) CocoSubsetCLI (class in kwcoco.cli.coco_subset) CocoSubsetCLI.CLIConfig (class in kwcoco.cli.coco_subset) CocoToyDataCLI (class in kwcoco.cli.coco_toydata) CocoToyDataCLI.CLIConfig (class in kwcoco.cli.coco_toydata) 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) code_list() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) coerce() (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.channel_spec.BaseChannelSpec class method) (kwcoco.channel_spec.ChannelSpec class method) (kwcoco.channel_spec.FusedChannelSpec class method) (kwcoco.ChannelSpec class method) (kwcoco.coco_dataset.MixinCocoExtras class method) (kwcoco.FusedChannelSpec class method) (kwcoco.sensorchan_spec.SensorChanSpec class method) 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.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) compress() (kwcoco.coco_objects1d.ObjectList1D method) compute_forces() (kwcoco.demo.boids.Boids method) concat() (kwcoco.channel_spec.FusedChannelSpec class method) (kwcoco.FusedChannelSpec class method) concice_si_display() (in module kwcoco.metrics.drawing) concise() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) (kwcoco.sensorchan_spec.FusedChanNode method) (kwcoco.sensorchan_spec.SensorChanSpec method) concise_sensor_chan() (in module kwcoco.sensorchan_spec) 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) convert_camvid_raw_to_coco() (in module kwcoco.data.grab_camvid) convert_voc_to_coco() (in module kwcoco.data.grab_voc) CoordinateCompatibilityError copy() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset 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)

D

data_fpath (kwcoco.coco_dataset.MixinCocoExtras property) data_root (kwcoco.coco_dataset.MixinCocoExtras property) dataset_modification_example_via_construction() (in module kwcoco.examples.modification_example) dataset_modification_example_via_copy() (in module kwcoco.examples.modification_example) decode() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) default (kwcoco.cli.coco_conform.CocoConformCLI.CLIConfig attribute) (kwcoco.cli.coco_grab.CocoGrabCLI.CLIConfig attribute) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI.CLIConfig attribute) (kwcoco.cli.coco_reroot.CocoRerootCLI.CLIConfig 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.CLIConfig attribute) (kwcoco.cli.coco_toydata.CocoToyDataCLI.CLIConfig attribute) (kwcoco.cli.coco_union.CocoUnionCLI.CLIConfig attribute) (kwcoco.cli.coco_validate.CocoValidateCLI.CLIConfig attribute) DEFAULT_COLUMNS (kwcoco.kw18.KW18 attribute) delay() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) delayed_load() (kwcoco.coco_dataset.MixinCocoAccessors method) demo() (in module kwcoco.kpf) (kwcoco.category_tree.CategoryTree class method) (kwcoco.CategoryTree class method) (kwcoco.coco_dataset.MixinCocoExtras 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) demo_coco_data() (in module kwcoco.coco_dataset) demo_format_options() (in module kwcoco.metrics.drawing) demo_load_msi_data() (in module kwcoco.examples.loading_multispectral_data) demo_vectorize_interface() (in module kwcoco.examples.getting_started_existing_dataset)

demo_vectorized_interface() (in module kwcoco.examples.vectorized_interface) detach() (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) DictProxy (class in kwcoco.metrics.util) difference() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) download() (kwcoco.compat_dataset.COCO method) draw() (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) draw_true_and_pred_boxes() (in module kwcoco.examples.draw_gt_and_predicted_boxes) dsize (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) dump() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.kw18.KW18 method) dumps() (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.kw18.KW18 method) DuplicateAddError

E

encode() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) ensure_category() (kwcoco.coco_dataset.MixinCocoAddRemove method) ensure_image() (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_conform.CocoConformCLI.CLIConfig attribute) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI.CLIConfig attribute) (kwcoco.cli.coco_reroot.CocoRerootCLI.CLIConfig 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.CLIConfig attribute) (kwcoco.cli.coco_toydata.CocoToyDataCLI.CLIConfig attribute) (kwcoco.cli.coco_union.CocoUnionCLI.CLIConfig attribute) (kwcoco.cli.coco_validate.CocoValidateCLI.CLIConfig attribute)

eval_detections_cli() (in module kwcoco.metrics) (in module kwcoco.metrics.detect_metrics) extended_stats() (kwcoco.coco_dataset.MixinCocoStats method)

F

fast_confusion_matrix() (in module kwcoco.metrics.functional) finalize() (kwcoco.metrics.confusion_measures.MeasureCombiner method) (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) find_asset_obj() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) find_representative_images() (kwcoco.coco_dataset.MixinCocoStats method) forest_str() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) fpath (kwcoco.coco_dataset.CocoDataset property) (kwcoco.CocoDataset property) from_arrays() (kwcoco.metrics.confusion_vectors.ConfusionVectors class method) (kwcoco.metrics.ConfusionVectors 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.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.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) fused() (kwcoco.sensorchan_spec.SensorChanTransformer method) fused_seq() (kwcoco.sensorchan_spec.SensorChanTransformer method) FusedChannelSpec (class in kwcoco) (class in kwcoco.channel_spec) FusedChanNode (class in kwcoco.sensorchan_spec) FusedSensorChanSpec (class in kwcoco.sensorchan_spec)

G

get() (kwcoco.coco_image.CocoAsset method) (kwcoco.coco_image.CocoImage method) (kwcoco.coco_objects1d.ObjectList1D method) (kwcoco.CocoImage method) get_auxiliary_fpath() (kwcoco.coco_dataset.MixinCocoAccessors method) get_image_fpath() (kwcoco.coco_dataset.MixinCocoAccessors method) get_images_with_videoid() (in module kwcoco.examples.faq) getAnnIds() (kwcoco.compat_dataset.COCO method) getCatIds() (kwcoco.compat_dataset.COCO method) getImgIds() (kwcoco.compat_dataset.COCO method) getting_started_existing_dataset() (in module kwcoco.examples.getting_started_existing_dataset)

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)

H

height (kwcoco.coco_objects1d.Images property)

I

id_to_idx (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) idx_pairwise_distance (kwcoco.category_tree.CategoryTree attribute) (kwcoco.CategoryTree attribute) idx_to_ancestor_idxs (kwcoco.category_tree.CategoryTree attribute) (kwcoco.CategoryTree attribute) idx_to_descendants_idxs (kwcoco.category_tree.CategoryTree attribute) (kwcoco.CategoryTree attribute) idx_to_id (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) image_id (kwcoco.coco_objects1d.Annots property) ImageGroups (class in kwcoco.coco_objects1d) Images (class in kwcoco.coco_objects1d) images (kwcoco.coco_objects1d.Annots property) (kwcoco.coco_objects1d.Videos property) images() (kwcoco.coco_dataset.MixinCocoObjects method) img_root (kwcoco.coco_dataset.MixinCocoExtras property) imgs (kwcoco.coco_dataset.MixinCocoIndex property) imgToAnns (kwcoco.compat_dataset.COCO property) imread() (kwcoco.coco_dataset.MixinCocoDraw method) index() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) info (kwcoco.channel_spec.ChannelSpec property) (kwcoco.ChannelSpec property) info() (kwcoco.compat_dataset.COCO method)

initialize() (kwcoco.demo.boids.Boids method) intersection() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) InvalidAddError is_mutex() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) issubset() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) issuperset() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) items() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) iter_asset_objs() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) iter_image_filepaths() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method)

K

keypoint_annotation_frequency() (kwcoco.coco_dataset.MixinCocoStats method) keypoint_categories() (kwcoco.coco_dataset.MixinCocoAccessors method) keys() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.coco_image.CocoAsset method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors method) (kwcoco.metrics.OneVsRestConfusionVectors method) (kwcoco.metrics.util.DictProxy method) KW18 (class in kwcoco.kw18) kwcoco module kwcoco.__init__ module kwcoco.abstract_coco_dataset module kwcoco.category_tree module kwcoco.channel_spec module kwcoco.cli module kwcoco.cli.coco_conform module kwcoco.cli.coco_grab module kwcoco.cli.coco_modify_categories 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_image module kwcoco.coco_objects1d 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_voc module kwcoco.demo module kwcoco.demo.boids module kwcoco.demo.perterb module kwcoco.examples module kwcoco.examples.draw_gt_and_predicted_boxes module kwcoco.examples.faq module kwcoco.examples.getting_started_existing_dataset module kwcoco.examples.loading_multispectral_data module kwcoco.examples.modification_example module kwcoco.examples.vectorized_interface 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.util module kwcoco.metrics.voc_metrics module kwcoco.sensorchan_spec module

L

late_fuse() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.sensorchan_spec.SensorChanSpec method) load() (kwcoco.kw18.KW18 class method) load_annot_sample() (kwcoco.coco_dataset.MixinCocoAccessors method) load_image() (kwcoco.coco_dataset.MixinCocoAccessors 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) lookup() (kwcoco.coco_objects1d.ObjectGroups method) (kwcoco.coco_objects1d.ObjectList1D method)

M

main() (in module kwcoco.data.grab_camvid) (in module kwcoco.data.grab_voc) (kwcoco.cli.coco_conform.CocoConformCLI class method) (kwcoco.cli.coco_grab.CocoGrabCLI class method) (kwcoco.cli.coco_modify_categories.CocoModifyCatsCLI 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) matching_sensor() (kwcoco.sensorchan_spec.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) missing_images() (kwcoco.coco_dataset.MixinCocoExtras method) MixinCocoAccessors (class in kwcoco.coco_dataset) MixinCocoAddRemove (class in kwcoco.coco_dataset) MixinCocoDepricate (class in kwcoco.coco_dataset) MixinCocoDraw (class in kwcoco.coco_dataset) MixinCocoExtras (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.abstract_coco_dataset kwcoco.category_tree kwcoco.channel_spec kwcoco.cli kwcoco.cli.coco_conform kwcoco.cli.coco_grab kwcoco.cli.coco_modify_categories 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_image kwcoco.coco_objects1d kwcoco.compat_dataset kwcoco.data kwcoco.data.grab_camvid kwcoco.data.grab_datasets kwcoco.data.grab_domainnet kwcoco.data.grab_voc kwcoco.demo kwcoco.demo.boids kwcoco.demo.perterb kwcoco.examples kwcoco.examples.draw_gt_and_predicted_boxes kwcoco.examples.faq kwcoco.examples.getting_started_existing_dataset kwcoco.examples.loading_multispectral_data kwcoco.examples.modification_example kwcoco.examples.vectorized_interface 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.util kwcoco.metrics.voc_metrics kwcoco.sensorchan_spec

N

n_annots (kwcoco.coco_dataset.MixinCocoStats property) (kwcoco.coco_objects1d.Images property) n_cats (kwcoco.coco_dataset.MixinCocoStats property) n_images (kwcoco.coco_dataset.MixinCocoStats property) n_videos (kwcoco.coco_dataset.MixinCocoStats property) name (kwcoco.cli.coco_conform.CocoConformCLI 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_objects1d.Categories property) name_to_cat (kwcoco.coco_dataset.MixinCocoIndex property)

normalize() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) (kwcoco.sensorchan_spec.SensorChanSpec method) normalize_sensor_chan() (in module kwcoco.sensorchan_spec) nosensor_chan() (kwcoco.sensorchan_spec.SensorChanTransformer method) num_channels (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) num_classes (kwcoco.category_tree.CategoryTree property) (kwcoco.CategoryTree property) numel() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method)

O

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) OneVersusRestMeasureCombiner (class in kwcoco.metrics.confusion_measures) OneVsRestConfusionVectors (class in kwcoco.metrics) (class in kwcoco.metrics.confusion_vectors)

oset_delitem() (in module kwcoco.channel_spec) oset_insert() (in module kwcoco.channel_spec) ovr_classification_report() (in module kwcoco.metrics.clf_report) (kwcoco.metrics.confusion_vectors.OneVsRestConfusionVectors method) (kwcoco.metrics.OneVsRestConfusionVectors method)

P

parse() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec class method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec class method) path_sanitize() (kwcoco.channel_spec.BaseChannelSpec method) 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_info() (in module kwcoco.metrics.confusion_measures) pred_detections() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method) primary_asset() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) primary_image_filepath() (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) pycocotools_confusion_vectors() (in module kwcoco.metrics.detect_metrics)

Q

query_subset() (in module kwcoco.cli.coco_subset)

queue_size (kwcoco.metrics.confusion_measures.MeasureCombiner property)

R

random() (kwcoco.coco_dataset.MixinCocoExtras class method) reconstruct() (kwcoco.metrics.confusion_measures.Measures method) (kwcoco.metrics.Measures 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_videos() (kwcoco.coco_dataset.MixinCocoAddRemove method) rename_categories() (kwcoco.coco_dataset.MixinCocoExtras method) reroot() (kwcoco.coco_dataset.MixinCocoExtras method) reversable_diff() (in module kwcoco.metrics.confusion_measures) rgb_to_cid() (in module kwcoco.data.grab_camvid)

S

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) sensor_chan() (kwcoco.sensorchan_spec.SensorChanTransformer method) sensor_lhs() (kwcoco.sensorchan_spec.SensorChanTransformer method) sensor_seq() (kwcoco.sensorchan_spec.SensorChanTransformer method) sensorchan_concise_parts() (in module kwcoco.sensorchan_spec) sensorchan_normalized_parts() (in module kwcoco.sensorchan_spec) SensorChanNode (class in kwcoco.sensorchan_spec) SensorChanSpec (class in kwcoco.sensorchan_spec) SensorChanTransformer (class in kwcoco.sensorchan_spec) SensorSpec (class in kwcoco.sensorchan_spec) set() (kwcoco.coco_objects1d.ObjectList1D method) set_annotation_category() (kwcoco.coco_dataset.MixinCocoAddRemove method) show() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) show_image() (kwcoco.coco_dataset.MixinCocoDraw method) showAnns() (kwcoco.compat_dataset.COCO method) size (kwcoco.coco_objects1d.Images property) sizes() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) spec (kwcoco.channel_spec.BaseChannelSpec property) (kwcoco.channel_spec.ChannelSpec property) (kwcoco.channel_spec.FusedChannelSpec property) (kwcoco.ChannelSpec property) (kwcoco.FusedChannelSpec property) (kwcoco.sensorchan_spec.FusedChanNode property) (kwcoco.sensorchan_spec.FusedSensorChanSpec property) (kwcoco.sensorchan_spec.SensorChanNode property)

stats() (kwcoco.coco_dataset.MixinCocoStats method) (kwcoco.coco_image.CocoImage method) (kwcoco.CocoImage method) step() (kwcoco.demo.boids.Boids method) stream() (kwcoco.sensorchan_spec.SensorChanTransformer method) stream_item() (kwcoco.sensorchan_spec.SensorChanTransformer method) streams() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.FusedChannelSpec method) (kwcoco.sensorchan_spec.SensorChanSpec method) submit() (kwcoco.metrics.confusion_measures.MeasureCombiner method) (kwcoco.metrics.confusion_measures.OneVersusRestMeasureCombiner method) subsequence_index() (in module kwcoco.channel_spec) 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)

T

take() (kwcoco.coco_objects1d.ObjectList1D method) the_core_dataset_backend() (in module kwcoco.examples.getting_started_existing_dataset) to_coco() (kwcoco.category_tree.CategoryTree method) (kwcoco.CategoryTree method) (kwcoco.kw18.KW18 method) to_list (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute)

to_oset (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) to_set (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) Transformer (class in kwcoco.sensorchan_spec) triu_condense_multi_index() (in module kwcoco.demo.boids) true_detections() (kwcoco.metrics.detect_metrics.DetectionMetrics method) (kwcoco.metrics.DetectionMetrics method)

U

union() (kwcoco.channel_spec.BaseChannelSpec method) (kwcoco.channel_spec.ChannelSpec method) (kwcoco.channel_spec.FusedChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.coco_dataset.CocoDataset method) (kwcoco.CocoDataset method) (kwcoco.FusedChannelSpec method)

unique (kwcoco.channel_spec.FusedChannelSpec attribute) (kwcoco.FusedChannelSpec attribute) unique() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) (kwcoco.coco_objects1d.ObjectList1D method) update_neighbors() (kwcoco.demo.boids.Boids method)

V

valid_region (kwcoco.coco_image.CocoImage attribute) (kwcoco.CocoImage attribute) validate() (kwcoco.coco_dataset.MixinCocoStats method) values() (kwcoco.channel_spec.ChannelSpec method) (kwcoco.ChannelSpec method) video (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property)

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_img_from_vid (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property)

warp_vid_from_img (kwcoco.coco_image.CocoImage property) (kwcoco.CocoImage property) width (kwcoco.coco_objects1d.Images property)

X

xywh (kwcoco.coco_objects1d.Annots property)