Index

_

__add__() (Dataset method)

__getitem__() (Dataset method) __len__() (Dataset method)

A

add_detection_annotation() (Dataset method) (in module lours.utils.annotations_appender) add_predictions() (CrowdDetectionEvaluator method) (DetectionEvaluator method) (Evaluator method) add_predictions_dataset() (CrowdDetectionEvaluator method) (DetectionEvaluator method) (Evaluator method) ann_txt_to_df() (in module lours.dataset.io.mot) annotation_append() (Dataset method) AnnotationAppender (class in lours.utils.annotations_appender)

annotations (Dataset attribute) annotations_to_fiftyone() (in module lours.utils.fiftyone_convert) append() (AnnotationAppender method) assert_bounding_boxes_well_formed() (in module lours.utils.testing) assert_column() (in module lours.utils.testing) assert_columns_properly_normalized() (in module lours.utils.testing) assert_dataset_equal() (in module lours.utils.testing) assert_frame_intersections_equal() (in module lours.utils.testing) assert_ids_well_formed() (in module lours.utils.testing) assert_images_valid() (in module lours.utils.testing) assert_label_map_well_formed() (in module lours.utils.testing) assert_required_columns_present() (in module lours.utils.testing)

B

bbox_to_txt() (in module lours.dataset.io.darknet) bins (ContinuousGroup attribute) booleanize() (Dataset method) (in module lours.utils.column_booleanizer)

booleanized_columns (Dataset attribute) broadcast_annotations() (in module lours.utils.annotations_appender) broadcast_booleanization() (in module lours.utils.column_booleanizer)

C

cap_bounding_box_coordinates() (Dataset method) check() (Dataset method) check_groups() (in module lours.dataset.split.balanced_groups) check_split_target() (in module lours.dataset.split.dataset_splitter) column_names_from_format_string() (in module lours.utils.bbox_converter) column_names_from_options() (in module lours.utils.bbox_converter) compute_average_precision() (in module lours.evaluation.detection.util) compute_confusion_matrix() (DetectionEvaluator method) compute_count_error() (CrowdDetectionEvaluator method) compute_matches() (DetectionEvaluator method) compute_normalized_precision_recall() (CrowdDetectionEvaluator method)

compute_precision_recall() (DetectionEvaluator method) confusion_matrix() (in module lours.evaluation.detection.util) construct_attribute_column() (in module lours.utils.doc_utils) construct_label_map() (in module lours.dataset.io.common) construct_matches_df() (in module lours.evaluation.detection.util) ContinuousGroup (class in lours.utils.grouper) convert_bbox() (in module lours.utils.bbox_converter) convert_str() (in module lours.dataset.io.common) create_fo_dataset() (in module lours.utils.fiftyone_convert) CrowdDetectionEvaluator (class in lours.evaluation) cut_group() (in module lours.utils.grouper)

D

Dataset (class in lours.dataset) dataset_diff() (in module lours.utils.difftools) dataset_name (Dataset attribute) dataset_share_distance() (in module lours.dataset.split.balanced_groups) dataset_to_caipy() (in module lours.dataset.io.caipy) dataset_to_caipy_generic() (in module lours.dataset.io.caipy) dataset_to_coco() (in module lours.dataset.io.coco) dataset_to_darknet() (in module lours.dataset.io.darknet) DatasetAnnotLocator (class in lours.dataset.indexing)

DatasetImLocator (class in lours.dataset.indexing) debooleanize() (Dataset method) (in module lours.utils.column_booleanizer) deduce_data_file_and_dataset_folder() (in module lours.dataset.io.darknet) DetectionEvaluator (class in lours.evaluation) df_to_hist() (in module lours.dataset.split.balanced_groups) dict_from_parquet() (in module lours.utils.parquet_saver) dict_to_parquet() (in module lours.utils.parquet_saver) display_confusion_matrix() (in module lours.evaluation.detection.util) dummy_dataset() (in module lours.utils.doc_utils)

E

earth_mover_distance() (in module lours.dataset.split.balanced_groups) empty_annotations() (Dataset method)

Evaluator (class in lours.evaluation) export_bbox() (in module lours.utils.bbox_converter)

F

fill_with_dtypes_and_default_value() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) filter_annotations() (Dataset method) filter_images() (Dataset method) finish() (AnnotationAppender method) flatten_schema() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) from_caipy() (in module lours.dataset) (in module lours.dataset.io.caipy) from_caipy_generic() (in module lours.dataset) (in module lours.dataset.io.caipy) from_coco() (in module lours.dataset) (in module lours.dataset.io.coco) from_coco_keypoints() (in module lours.dataset.io.coco) from_crowd_human() (in module lours.dataset) (in module lours.dataset.io.crowd_human) from_darknet() (in module lours.dataset) (in module lours.dataset.io.darknet) from_darknet_generic() (in module lours.dataset) (in module lours.dataset.io.darknet)

from_darknet_json() (in module lours.dataset) (in module lours.dataset.io.darknet) from_darknet_yolov5() (in module lours.dataset) (in module lours.dataset.io.darknet) from_files() (in module lours.dataset.io.images_folder) from_folder() (in module lours.dataset) (in module lours.dataset.io.images_folder) from_mot() (in module lours.dataset) (in module lours.dataset.io.mot) from_parquet() (CrowdDetectionEvaluator class method) (DetectionEvaluator class method) (Evaluator class method) (in module lours.dataset) (in module lours.dataset.io.parquet) from_pascalVOC_detection() (in module lours.dataset) (in module lours.dataset.io.pascalvoc) from_pascalVOC_generic() (in module lours.dataset) (in module lours.dataset.io.pascalvoc) from_template() (Dataset method) full_check_dataset_detection() (in module lours.utils.testing)

G

get_annotations_attributes() (CrowdDetectionEvaluator method) (Dataset method) (DetectionEvaluator method) (Evaluator method) get_bool_columns() (in module lours.utils.column_booleanizer) get_dtypes_and_default_values() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) get_enums() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) get_group_names() (in module lours.utils.grouper) get_image_attributes() (CrowdDetectionEvaluator method) (Dataset method) (DetectionEvaluator method) (Evaluator method) get_image_info() (in module lours.dataset.io.common) get_images_from_folder() (in module lours.dataset.io.common) get_invalid_images() (in module lours.utils.testing) get_ious() (in module lours.evaluation.detection.util)

get_malformed_bounding_boxes() (in module lours.utils.testing) get_matches() (in module lours.evaluation.detection.util) get_one_frame() (Dataset method) get_relative_image_path() (in module lours.dataset.io.common) get_remapping_dict_from_names() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) get_remapping_dict_from_schema() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) get_split() (Dataset method) get_winner() (in module lours.dataset.split.dataset_splitter) give_already_assigned() (in module lours.dataset.split.disjoint_groups) groundtruth (CrowdDetectionEvaluator attribute) (DetectionEvaluator attribute) (Evaluator attribute) group (in module lours.utils.grouper) group_list (in module lours.utils.grouper) group_relational_data() (in module lours.utils.grouper) groups_to_list() (in module lours.utils.grouper)

H

hist_distance() (in module lours.dataset.split.balanced_groups)

I

iloc (Dataset property) iloc_annot (Dataset property) images (CrowdDetectionEvaluator attribute) (Dataset attribute) (DetectionEvaluator attribute) (Evaluator attribute) images_root (CrowdDetectionEvaluator attribute) (Dataset attribute) (DetectionEvaluator attribute) (Evaluator attribute)

import_bbox() (in module lours.utils.bbox_converter) init_annotations() (Dataset method) init_images() (Dataset method) InvalidImage iter_images() (Dataset method) iter_splits() (Dataset method)

K

keep_classes() (Dataset method)

L

label_map (CrowdDetectionEvaluator attribute) (Dataset attribute) (DetectionEvaluator attribute) (Evaluator attribute) label_type (ContinuousGroup attribute) len_annot() (Dataset method) list_available_presets() (in module lours.dataset.remap_presets) load_caipy_annot_folder() (in module lours.dataset.io.caipy) load_caipy_split() (in module lours.dataset.io.caipy) load_json_schema() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) loc (Dataset property) loc_annot (Dataset property) log (ContinuousGroup attribute) lours.dataset.indexing module lours.dataset.io module lours.dataset.io.caipy module lours.dataset.io.coco module lours.dataset.io.common module lours.dataset.io.crowd_human module lours.dataset.io.darknet module lours.dataset.io.images_folder module lours.dataset.io.mot module lours.dataset.io.parquet module lours.dataset.io.pascalvoc module

lours.dataset.io.schema_util module lours.dataset.io.schema_util.schema_util_functions module lours.dataset.merge module lours.dataset.remap_presets module lours.dataset.split module lours.dataset.split.balanced_groups module lours.dataset.split.dataset_splitter module lours.dataset.split.disjoint_groups module lours.evaluation.detection.util module lours.utils.annotations_appender module lours.utils.bbox_converter module lours.utils.column_booleanizer module lours.utils.difftools module lours.utils.doc_utils module lours.utils.fiftyone_convert module lours.utils.grouper module lours.utils.parquet_saver module lours.utils.testing module

M

make_atomic_chunks() (in module lours.dataset.split.disjoint_groups) make_fiftyone_compatible() (in module lours.utils.fiftyone_convert) make_pandas_compatible() (in module lours.utils.grouper) match_index() (Dataset method) matches (DetectionEvaluator attribute) merge() (Dataset method) merge_datasets() (in module lours.dataset.merge) MissingImages module lours.dataset.indexing lours.dataset.io lours.dataset.io.caipy lours.dataset.io.coco lours.dataset.io.common lours.dataset.io.crowd_human lours.dataset.io.darknet lours.dataset.io.images_folder lours.dataset.io.mot lours.dataset.io.parquet lours.dataset.io.pascalvoc lours.dataset.io.schema_util lours.dataset.io.schema_util.schema_util_functions lours.dataset.merge lours.dataset.remap_presets lours.dataset.split lours.dataset.split.balanced_groups lours.dataset.split.dataset_splitter lours.dataset.split.disjoint_groups lours.evaluation.detection.util lours.utils.annotations_appender lours.utils.bbox_converter lours.utils.column_booleanizer lours.utils.difftools lours.utils.doc_utils lours.utils.fiftyone_convert lours.utils.grouper lours.utils.parquet_saver lours.utils.testing

N

name (ContinuousGroup attribute) (CrowdDetectionEvaluator attribute) (DetectionEvaluator attribute) (Evaluator attribute)

O

open_data_file() (in module lours.dataset.io.darknet)

P

parse_annotation_name() (in module lours.dataset.io.common) parse_format_string() (in module lours.utils.bbox_converter) pr_curve() (in module lours.evaluation.detection.util)

predictions_dictionary (CrowdDetectionEvaluator attribute) (DetectionEvaluator attribute) (Evaluator attribute)

Q

qcut (ContinuousGroup attribute)

R

random_attribute_column_type (in module lours.utils.doc_utils) remap_classes() (Dataset method) remap_dict() (in module lours.dataset.io.schema_util) (in module lours.dataset.io.schema_util.schema_util_functions) remap_from_csv() (Dataset method) remap_from_dataframe() (Dataset method) remap_from_other() (Dataset method) remap_from_preset() (Dataset method) remove_classes() (Dataset method)

remove_empty_images() (Dataset method) remove_invalid_annotations() (Dataset method) remove_invalid_images() (Dataset method) rename() (Dataset method) resample_count() (in module lours.evaluation.detection.util) reset() (AnnotationAppender method) reset_images_root() (Dataset method) reset_index() (Dataset method) reset_index_from_mapping() (Dataset method)

S

set_attribute_columns_labels() (in module lours.utils.doc_utils) simple_split() (Dataset method) simple_split_dataframe() (in module lours.dataset.split.dataset_splitter)

split() (Dataset method) split_dataframe() (in module lours.dataset.split.dataset_splitter) split_to_caipy() (in module lours.dataset.io.caipy)

T

to_caipy() (Dataset method) to_caipy_generic() (Dataset method) to_coco() (Dataset method) to_darknet() (Dataset method) to_dataset_object() (in module lours.dataset.io.common) to_dict() (ContinuousGroup method) to_fiftyone() (CrowdDetectionEvaluator method) (Dataset method) (DetectionEvaluator method)

to_parquet() (CrowdDetectionEvaluator method) (Dataset method) (DetectionEvaluator method) (Evaluator method) to_yolov5() (Dataset method) to_yolov7() (Dataset method) txt_to_bbox() (in module lours.dataset.io.darknet)

V

validator_for() (in module lours.dataset.io.caipy)

W

write_data_file() (in module lours.dataset.io.darknet)

Y

yolov5_img_path_to_label_path() (in module lours.dataset.io.darknet)