Subpackages
- data_management package
- Subpackages
- Submodules
- data_management.cct_json_utils module
- data_management.cct_to_md module
- data_management.cct_to_wi module
- data_management.coco_to_labelme module
- data_management.coco_to_yolo module
- data_management.generate_crops_from_cct module
- data_management.get_image_sizes module
- data_management.labelme_to_coco module
- data_management.rename_images module
- data_management.ocr_tools module
DatetimeExtractionOptionsDatetimeExtractionOptions.apply_sharpening_filterDatetimeExtractionOptions.background_crop_fraction_of_rough_cropDatetimeExtractionOptions.background_toleranceDatetimeExtractionOptions.crop_paddingDatetimeExtractionOptions.force_all_ocr_optionsDatetimeExtractionOptions.image_crop_fractionDatetimeExtractionOptions.min_background_fractionDatetimeExtractionOptions.min_background_fraction_for_background_rowDatetimeExtractionOptions.min_text_lengthDatetimeExtractionOptions.p_crop_success_thresholdDatetimeExtractionOptions.tesseract_cmdDatetimeExtractionOptions.tesseract_config_strings
crop_to_solid_region()find_text_in_crops()get_datetime_from_image()get_datetimes_for_folder()make_rough_crops()try_get_datetime_from_image()
- data_management.remove_exif module
- data_management.read_exif module
ExifResultsToCCTOptionsReadExifOptionsReadExifOptions.allow_write_errorReadExifOptions.byte_handlingReadExifOptions.exiftool_command_nameReadExifOptions.n_workersReadExifOptions.processing_libraryReadExifOptions.tag_types_to_ignoreReadExifOptions.tags_to_excludeReadExifOptions.tags_to_includeReadExifOptions.use_threadsReadExifOptions.verbose
exif_results_to_cct()format_datetime_as_exif_datetime_string()get_exif_lat_lon()get_gps_info()has_gps_info()parse_exif_datetime_string()read_exif_from_folder()read_exif_tags_for_image()read_pil_exif()- read_exif - CLI interface
- data_management.speciesnet_to_md module
- data_management.mewc_to_md module
- data_management.zamba_to_md module
- data_management.animl_to_md module
- data_management.camtrap_dp_to_coco module
- data_management.remap_coco_categories module
- data_management.yolo_output_to_md_output module
- data_management.yolo_to_coco module
- data_management.labelme_to_yolo module
- data_management.resize_coco_dataset module
- data_management.threshold_coco_dataset module
- data_management.wi_download_csv_to_coco module
- detection package
- Submodules
- detection.run_detector_batch module
- detection.run_detector module
estimate_md_images_per_second()get_detector_metadata_from_version_string()get_detector_version_from_filename()get_detector_version_from_model_file()get_typical_confidence_threshold_from_results()is_gpu_available()load_and_run_detector()load_detector()try_download_known_detector()- run_detector - CLI interface
- detection.pytorch_detector module
- detection.tf_detector module
- detection.process_video module
ProcessVideoOptionsProcessVideoOptions.augmentProcessVideoOptions.checkpoint_frequencyProcessVideoOptions.checkpoint_pathProcessVideoOptions.detector_optionsProcessVideoOptions.exit_on_empty_videoProcessVideoOptions.frame_sampleProcessVideoOptions.image_sizeProcessVideoOptions.input_video_fileProcessVideoOptions.json_confidence_thresholdProcessVideoOptions.model_fileProcessVideoOptions.output_json_fileProcessVideoOptions.recursiveProcessVideoOptions.resume_from_checkpointProcessVideoOptions.time_sampleProcessVideoOptions.verbose
process_videos()- process_video - CLI interface
- detection.run_inference_with_yolov5_val module
YoloInferenceOptionsYoloInferenceOptions.append_job_id_to_symlink_folderYoloInferenceOptions.augmentYoloInferenceOptions.batch_sizeYoloInferenceOptions.checkpoint_frequencyYoloInferenceOptions.conf_thresYoloInferenceOptions.device_stringYoloInferenceOptions.half_precision_enabledYoloInferenceOptions.image_filename_listYoloInferenceOptions.image_sizeYoloInferenceOptions.input_folderYoloInferenceOptions.model_filenameYoloInferenceOptions.model_typeYoloInferenceOptions.offset_yolo_category_idsYoloInferenceOptions.output_fileYoloInferenceOptions.overwrite_handlingYoloInferenceOptions.preview_yolo_command_onlyYoloInferenceOptions.recursiveYoloInferenceOptions.remove_symlink_folderYoloInferenceOptions.remove_yolo_results_folderYoloInferenceOptions.save_yolo_debug_outputYoloInferenceOptions.symlink_folderYoloInferenceOptions.treat_copy_failures_as_warningsYoloInferenceOptions.unique_id_strategyYoloInferenceOptions.use_symlinksYoloInferenceOptions.yolo_category_id_to_nameYoloInferenceOptions.yolo_results_folderYoloInferenceOptions.yolo_working_folder
get_stats_for_category()run_inference_with_yolo_val()- run_inference_with_yolov5_val - CLI interface
- detection.run_tiled_inference module
- detection.run_md_and_speciesnet module
CropBatchCropMetadataRunMDSpeciesNetOptionsRunMDSpeciesNetOptions.admin1_regionRunMDSpeciesNetOptions.classification_modelRunMDSpeciesNetOptions.classifier_batch_sizeRunMDSpeciesNetOptions.countryRunMDSpeciesNetOptions.detection_confidence_threshold_for_classificationRunMDSpeciesNetOptions.detection_confidence_threshold_for_outputRunMDSpeciesNetOptions.detections_fileRunMDSpeciesNetOptions.detector_batch_sizeRunMDSpeciesNetOptions.detector_modelRunMDSpeciesNetOptions.frame_sampleRunMDSpeciesNetOptions.include_raw_classificationsRunMDSpeciesNetOptions.intermediate_file_folderRunMDSpeciesNetOptions.keep_intermediate_filesRunMDSpeciesNetOptions.loader_workersRunMDSpeciesNetOptions.norollupRunMDSpeciesNetOptions.output_fileRunMDSpeciesNetOptions.overwrite_handlingRunMDSpeciesNetOptions.rollup_target_confidenceRunMDSpeciesNetOptions.skip_imagesRunMDSpeciesNetOptions.skip_videoRunMDSpeciesNetOptions.sourceRunMDSpeciesNetOptions.time_sampleRunMDSpeciesNetOptions.verboseRunMDSpeciesNetOptions.worker_type
run_md_and_speciesnet()- run_md_and_speciesnet - CLI interface
- detection.video_utils module
- postprocessing package
- Subpackages
- Submodules
- postprocessing.analyze_classification_results module
AnalysisResultsClassificationAnalysisOptionsClassificationAnalysisOptions.apply_detection_category_mapping_when_classifications_are_presentClassificationAnalysisOptions.categories_to_ignoreClassificationAnalysisOptions.classification_confidence_thresholdClassificationAnalysisOptions.detection_category_mappingClassificationAnalysisOptions.detection_thresholdClassificationAnalysisOptions.gt_category_name_mappingsClassificationAnalysisOptions.gt_fileClassificationAnalysisOptions.html_output_dirClassificationAnalysisOptions.image_base_dirClassificationAnalysisOptions.max_classifications_per_detectionClassificationAnalysisOptions.max_images_per_cellClassificationAnalysisOptions.max_images_per_html_fileClassificationAnalysisOptions.max_total_imagesClassificationAnalysisOptions.n_below_threshold_classifications_to_displayClassificationAnalysisOptions.n_mispredictions_for_tableClassificationAnalysisOptions.output_image_widthClassificationAnalysisOptions.overwriteClassificationAnalysisOptions.predicted_category_name_mappingsClassificationAnalysisOptions.random_seedClassificationAnalysisOptions.rendering_pool_typeClassificationAnalysisOptions.rendering_workersClassificationAnalysisOptions.results_fileClassificationAnalysisOptions.sequence_level_analysisClassificationAnalysisOptions.single_label_per_imageClassificationAnalysisOptions.single_prediction_per_image
analyze_classification_results()render_misprediction_pages()- analyze_classification_results - CLI interface
- postprocessing.categorize_detections_by_size module
- postprocessing.create_crop_folder module
- postprocessing.classification_postprocessing module
ClassificationSmoothingOptionsClassificationSmoothingOptions.add_pre_smoothing_descriptionClassificationSmoothingOptions.break_at_imageClassificationSmoothingOptions.classification_confidence_thresholdClassificationSmoothingOptions.detection_category_names_to_smoothClassificationSmoothingOptions.detection_confidence_thresholdClassificationSmoothingOptions.max_detections_nondominant_classClassificationSmoothingOptions.max_detections_nondominant_class_same_familyClassificationSmoothingOptions.min_detections_to_overwrite_otherClassificationSmoothingOptions.min_detections_to_overwrite_secondaryClassificationSmoothingOptions.min_detections_to_overwrite_secondary_same_familyClassificationSmoothingOptions.modify_in_placeClassificationSmoothingOptions.other_category_namesClassificationSmoothingOptions.propagate_classifications_through_taxonomyClassificationSmoothingOptions.taxonomy_propagation_count_weightClassificationSmoothingOptions.taxonomy_propagation_level_weight
combine_redundant_classification_categories()count_detections_by_classification_category()get_classification_description_string()merge_classification_categories()remove_classifications_from_non_animal_detections()restrict_to_taxa_list()smooth_classification_results_image_level()smooth_classification_results_sequence_level()
- postprocessing.combine_batch_outputs module
- postprocessing.compare_batch_results module
BatchComparisonOptionsBatchComparisonOptions.category_names_to_includeBatchComparisonOptions.class_agnostic_comparisonBatchComparisonOptions.colormap_aBatchComparisonOptions.colormap_bBatchComparisonOptions.error_on_non_matching_listsBatchComparisonOptions.filenames_to_includeBatchComparisonOptions.fn_to_display_fnBatchComparisonOptions.ground_truth_fileBatchComparisonOptions.gt_empty_categoriesBatchComparisonOptions.gt_iou_thresholdBatchComparisonOptions.image_folderBatchComparisonOptions.include_clean_categoriesBatchComparisonOptions.include_tocBatchComparisonOptions.job_nameBatchComparisonOptions.max_images_per_categoryBatchComparisonOptions.max_images_per_pageBatchComparisonOptions.n_rendering_workersBatchComparisonOptions.output_folderBatchComparisonOptions.pairwise_optionsBatchComparisonOptions.parallelize_rendering_with_threadsBatchComparisonOptions.parse_link_pathsBatchComparisonOptions.random_seedBatchComparisonOptions.required_tokenBatchComparisonOptions.return_images_by_categoryBatchComparisonOptions.show_category_names_on_detected_boxesBatchComparisonOptions.show_category_names_on_gt_boxesBatchComparisonOptions.show_classification_categoriesBatchComparisonOptions.show_labels_for_image_level_gtBatchComparisonOptions.sort_by_confidenceBatchComparisonOptions.target_widthBatchComparisonOptions.verbose
BatchComparisonResultsPairwiseBatchComparisonOptionsPairwiseBatchComparisonOptions.classification_confidence_threshold_aPairwiseBatchComparisonOptions.classification_confidence_threshold_bPairwiseBatchComparisonOptions.detection_thresholds_aPairwiseBatchComparisonOptions.detection_thresholds_bPairwiseBatchComparisonOptions.rendering_confidence_threshold_aPairwiseBatchComparisonOptions.rendering_confidence_threshold_bPairwiseBatchComparisonOptions.results_description_aPairwiseBatchComparisonOptions.results_description_bPairwiseBatchComparisonOptions.results_filename_aPairwiseBatchComparisonOptions.results_filename_b
PairwiseBatchComparisonResultscompare_batch_results()find_equivalent_threshold()find_image_level_detections_above_threshold()n_way_comparison()- compare_batch_results - CLI interface
- postprocessing.validate_batch_results module
- postprocessing.detector_calibration module
CalibrationMatchColumnsCalibrationOptionsCalibrationOptions.categories_to_plotCalibrationOptions.category_id_to_nameCalibrationOptions.confidence_thresholdCalibrationOptions.iou_thresholdCalibrationOptions.max_samples_per_categoryCalibrationOptions.model_name_aCalibrationOptions.model_name_bCalibrationOptions.return_dataCalibrationOptions.separate_plots_by_categoryCalibrationOptions.separate_plots_by_correctnessCalibrationOptions.verbose
CalibrationResultscompare_model_confidence_values()plot_matched_confidence_values()
- postprocessing.convert_output_format module
- postprocessing.md_to_coco module
- postprocessing.md_to_labelme module
- postprocessing.md_to_wi module
- postprocessing.merge_detections module
MergeDetectionsOptionsMergeDetectionsOptions.categories_to_excludeMergeDetectionsOptions.categories_to_includeMergeDetectionsOptions.iou_thresholdMergeDetectionsOptions.mark_copied_detectionsMergeDetectionsOptions.max_detection_sizeMergeDetectionsOptions.merge_empty_onlyMergeDetectionsOptions.min_detection_sizeMergeDetectionsOptions.overwriteMergeDetectionsOptions.source_confidence_thresholdsMergeDetectionsOptions.target_confidence_threshold
merge_detections()- merge_detections - CLI interface
- postprocessing.postprocess_batch_results module
PostProcessingOptionsPostProcessingOptions.additional_image_fields_to_displayPostProcessingOptions.almost_detection_confidence_thresholdPostProcessingOptions.api_detection_resultsPostProcessingOptions.api_other_fieldsPostProcessingOptions.api_output_filename_replacementsPostProcessingOptions.box_expansionPostProcessingOptions.category_name_to_sort_weightPostProcessingOptions.classification_confidence_thresholdPostProcessingOptions.confidence_thresholdPostProcessingOptions.ground_truth_filename_replacementsPostProcessingOptions.ground_truth_json_filePostProcessingOptions.html_sort_orderPostProcessingOptions.image_base_dirPostProcessingOptions.include_almost_detectionsPostProcessingOptions.include_category_descriptions_with_global_countsPostProcessingOptions.include_classification_category_reportPostProcessingOptions.include_size_rangePostProcessingOptions.job_name_stringPostProcessingOptions.line_thicknessPostProcessingOptions.link_images_to_originalsPostProcessingOptions.max_figures_per_html_filePostProcessingOptions.md_results_filePostProcessingOptions.model_version_stringPostProcessingOptions.negative_classesPostProcessingOptions.num_images_to_samplePostProcessingOptions.output_dirPostProcessingOptions.output_html_encodingPostProcessingOptions.parallelize_renderingPostProcessingOptions.parallelize_rendering_n_coresPostProcessingOptions.parallelize_rendering_with_threadsPostProcessingOptions.rendering_bypass_setsPostProcessingOptions.sample_seedPostProcessingOptions.separate_detections_by_categoryPostProcessingOptions.sort_classification_results_by_countPostProcessingOptions.target_recallPostProcessingOptions.unlabeled_classesPostProcessingOptions.viz_target_width
PostProcessingResultsprocess_batch_results()- postprocess_batch_results - CLI interface
- postprocessing.remap_detection_categories module
- postprocessing.render_detection_confusion_matrix module
- postprocessing.separate_detections_into_folders module
SeparateDetectionsIntoFoldersOptionsSeparateDetectionsIntoFoldersOptions.allow_existing_directorySeparateDetectionsIntoFoldersOptions.allow_missing_filesSeparateDetectionsIntoFoldersOptions.base_input_folderSeparateDetectionsIntoFoldersOptions.base_output_folderSeparateDetectionsIntoFoldersOptions.box_expansionSeparateDetectionsIntoFoldersOptions.category_id_to_category_nameSeparateDetectionsIntoFoldersOptions.category_name_to_folderSeparateDetectionsIntoFoldersOptions.category_name_to_thresholdSeparateDetectionsIntoFoldersOptions.category_names_to_blurSeparateDetectionsIntoFoldersOptions.classification_categoriesSeparateDetectionsIntoFoldersOptions.classification_category_id_to_nameSeparateDetectionsIntoFoldersOptions.classification_thresholdsSeparateDetectionsIntoFoldersOptions.debug_max_imagesSeparateDetectionsIntoFoldersOptions.line_thicknessSeparateDetectionsIntoFoldersOptions.move_imagesSeparateDetectionsIntoFoldersOptions.n_threadsSeparateDetectionsIntoFoldersOptions.overwriteSeparateDetectionsIntoFoldersOptions.remove_empty_foldersSeparateDetectionsIntoFoldersOptions.render_boxesSeparateDetectionsIntoFoldersOptions.results_fileSeparateDetectionsIntoFoldersOptions.skip_empty_imagesSeparateDetectionsIntoFoldersOptions.threshold
separate_detections_into_folders()- separate_detections_into_folders - CLI interface
- postprocessing.subset_json_detector_output module
SubsetJsonDetectorOutputOptionsSubsetJsonDetectorOutputOptions.categories_to_keepSubsetJsonDetectorOutputOptions.category_names_to_keepSubsetJsonDetectorOutputOptions.confidence_thresholdSubsetJsonDetectorOutputOptions.copy_jsons_to_foldersSubsetJsonDetectorOutputOptions.copy_jsons_to_folders_directories_must_existSubsetJsonDetectorOutputOptions.debug_max_imagesSubsetJsonDetectorOutputOptions.keep_files_in_listSubsetJsonDetectorOutputOptions.make_folder_relativeSubsetJsonDetectorOutputOptions.maximum_detection_sizeSubsetJsonDetectorOutputOptions.minimum_detection_sizeSubsetJsonDetectorOutputOptions.overwrite_json_filesSubsetJsonDetectorOutputOptions.querySubsetJsonDetectorOutputOptions.remove_classification_categories_below_countSubsetJsonDetectorOutputOptions.remove_failed_imagesSubsetJsonDetectorOutputOptions.replacementSubsetJsonDetectorOutputOptions.split_folder_modeSubsetJsonDetectorOutputOptions.split_folder_paramSubsetJsonDetectorOutputOptions.split_folders
remove_classification_categories_below_count()remove_failed_images()subset_json_detector_output()subset_json_detector_output_by_categories()subset_json_detector_output_by_confidence()subset_json_detector_output_by_list()subset_json_detector_output_by_query()subset_json_detector_output_by_size()- subset_json_detector_output - CLI interface
- postprocessing.top_folders_to_bottom module
- postprocessing.generate_csv_report module
- utils package
- Submodules
- utils.ct_utils module
args_to_object()compare_values_nan_equal()convert_xywh_to_xyxy()convert_yolo_to_xywh()dict_to_kvp_list()dict_to_object()environment_is_wsl()get_iou()get_max_conf()image_file_to_camera_folder()invert_dictionary()is_empty()is_function_name()is_iterable()is_list_sorted()is_running_in_gha()is_sphinx_build()isnan()json_serialize_datetime()make_temp_folder()make_test_folder()max_none()min_none()parse_bool_string()parse_kvp()parse_kvp_list()point_dist()pretty_print_object()rect_distance()round_float()round_float_array()round_floats_in_nested_dict()run_all_module_tests()sets_overlap()sort_dictionary_by_key()sort_dictionary_by_value()sort_list_of_dicts_by_key()sort_results_for_image()split_list_into_fixed_size_chunks()split_list_into_n_chunks()test_bounding_box_operations()test_datetime_serialization()test_detection_processing()test_dictionary_operations()test_float_rounding_and_truncation()test_geometric_operations()test_list_operations()test_object_conversion_and_presentation()test_path_operations()test_string_parsing()test_temp_folder_creation()test_type_checking_and_validation()test_write_json()to_bool()truncate_float()truncate_float_array()write_json()
- utils.directory_listing module
- utils.md_tests module
MDTestOptionsMDTestOptions.alt_modelMDTestOptions.alternative_batch_sizeMDTestOptions.cli_test_pythonpathMDTestOptions.cli_working_dirMDTestOptions.cpu_execution_is_errorMDTestOptions.default_modelMDTestOptions.detector_optionsMDTestOptions.disable_gpuMDTestOptions.force_data_downloadMDTestOptions.force_data_unzipMDTestOptions.iou_threshold_for_file_comparisonMDTestOptions.max_conf_errorMDTestOptions.max_coord_errorMDTestOptions.model_folderMDTestOptions.n_cores_for_multiprocessing_testsMDTestOptions.python_test_depthMDTestOptions.scratch_dirMDTestOptions.skip_cli_testsMDTestOptions.skip_cpu_testsMDTestOptions.skip_download_testsMDTestOptions.skip_image_testsMDTestOptions.skip_import_testsMDTestOptions.skip_localhost_downloadsMDTestOptions.skip_python_testsMDTestOptions.skip_video_testsMDTestOptions.test_data_urlMDTestOptions.test_modeMDTestOptions.warning_modeMDTestOptions.yolo_working_dir
compare_detection_lists()compare_results()download_test_data()execute()execute_and_print()get_expected_results_filename()is_gpu_available()output_files_are_identical()run_cli_tests()run_download_tests()run_python_tests()run_tests()test_package_imports()test_suite_entry_point()- md_tests - CLI interface
- utils.path_utils module
TestPathUtilsTestPathUtils.set_up()TestPathUtils.tear_down()TestPathUtils.test_add_files_to_single_tar_file()TestPathUtils.test_compute_file_hash()TestPathUtils.test_filename_cleaning()TestPathUtils.test_fileparts()TestPathUtils.test_find_image_strings()TestPathUtils.test_find_images()TestPathUtils.test_folder_list()TestPathUtils.test_folder_summary()TestPathUtils.test_get_file_sizes()TestPathUtils.test_insert_before_extension()TestPathUtils.test_is_executable()TestPathUtils.test_is_image_file()TestPathUtils.test_parallel_copy_files()TestPathUtils.test_parallel_unzip_files()TestPathUtils.test_parallel_zip_individual_files_and_folders()TestPathUtils.test_path_is_abs()TestPathUtils.test_path_join()TestPathUtils.test_recursive_file_list_and_file_list()TestPathUtils.test_remove_empty_folders()TestPathUtils.test_safe_create_link_unix()TestPathUtils.test_split_path()TestPathUtils.test_write_read_list_to_file()TestPathUtils.test_zip_file_and_unzip_file()TestPathUtils.test_zip_files_into_single_zipfile()TestPathUtils.test_zip_folder()
add_files_to_single_tar_file()clean_filename()clean_path()compute_file_hash()delete_file()file_list()fileparts()find_image_strings()find_images()flatten_path()folder_list()folder_summary()get_file_sizes()insert_before_extension()is_executable()is_image_file()make_executable()open_file()open_file_in_chrome()parallel_compute_file_hashes()parallel_copy_files()parallel_delete_files()parallel_unzip_files()parallel_zip_files()parallel_zip_folders()path_is_abs()path_join()read_list_from_file()recursive_file_list()remove_empty_folders()safe_create_link()split_path()test_file_write()test_path_utils()unzip_file()windows_path_to_wsl_path()write_list_to_file()wsl_path_to_windows_path()zip_each_file_in_folder()zip_file()zip_files_into_single_zipfile()zip_folder()
- utils.process_utils module
- utils.split_locations_into_train_val module
- utils.string_utils module
- utils.url_utils module
DownloadProgressBarQuietHTTPRequestHandlerSingletonHTTPServerTestUrlUtilsTestUrlUtils.set_up()TestUrlUtils.tear_down()TestUrlUtils.test_download_relative_filename()TestUrlUtils.test_download_url_escape_spaces()TestUrlUtils.test_download_url_force_download()TestUrlUtils.test_download_url_non_existent()TestUrlUtils.test_download_url_to_specified_file()TestUrlUtils.test_download_url_to_temp_file()TestUrlUtils.test_get_url_size_and_sizes()TestUrlUtils.test_parallel_download_urls()TestUrlUtils.test_test_url_and_test_urls()
download_relative_filename()download_url()get_url_size()get_url_sizes()parallel_download_urls()test_url()test_urls()
- utils.gpu_test module
- utils.wi_taxonomy_utils module
TaxonomyHandlerTaxonomyHandler.binomial_name_to_taxonomy_infoTaxonomyHandler.common_name_to_taxonomy_infoTaxonomyHandler.country_code_to_countryTaxonomyHandler.country_to_country_codeTaxonomyHandler.export_geofence_data_to_csv()TaxonomyHandler.generate_csv_rows_for_species()TaxonomyHandler.generate_csv_rows_to_block_all_countries_except()TaxonomyHandler.species_allowed_in_country()TaxonomyHandler.species_string_to_canonical_species_string()TaxonomyHandler.species_string_to_taxonomy_info()TaxonomyHandler.taxonomy_string_to_geofencing_rulesTaxonomyHandler.taxonomy_string_to_taxonomy_info
TestWITaxonomyUtilsclean_taxonomy_string()find_geofence_adjustments()generate_geofence_adjustment_html_summary()generate_instances_json_from_folder()generate_md_results_from_predictions_json()generate_predictions_json_from_md_results()generate_whole_image_detections_for_classifications()get_common_name_from_prediction_string()get_kingdom()is_animal_classification()is_human_classification()is_taxonomic_prediction_string()is_valid_prediction_string()is_valid_taxonomy_string()is_vehicle_classification()load_md_or_speciesnet_file()merge_prediction_json_files()split_instances_into_n_batches()taxonomy_info_to_taxonomy_string()taxonomy_level_index()taxonomy_level_string_to_index()taxonomy_level_to_string()test_wi_taxonomy_utils()validate_predictions_file()
- utils.wi_platform_utils module
find_images_in_identify_tab()generate_blank_prediction_payload()generate_no_cv_result_payload()generate_payload_for_prediction_string()generate_payload_with_replacement_detections()parallel_push_results_for_images()prepare_data_update_auth_headers()push_results_for_images()read_images_from_download_bundle()read_sequences_from_download_bundle()record_is_unidentified()record_lists_are_identical()url_to_relative_path()validate_payload()wi_result_to_prediction_string()write_download_commands()write_prefix_download_command()
- utils.write_html_image_list module
- utils.extract_frames_from_video module
- visualization package
- Submodules
- visualization.plot_utils module
- visualization.render_images_with_thumbnails module
- visualization.visualization_utils module
TestVisualizationUtilsTestVisualizationUtils.set_up()TestVisualizationUtils.tear_down()TestVisualizationUtils.test_check_image_integrity()TestVisualizationUtils.test_parallel_check_image_integrity()TestVisualizationUtils.test_parallel_get_image_sizes()TestVisualizationUtils.test_resize_image_folder()TestVisualizationUtils.test_resize_images()
blur_detections()check_image_integrity()crop_image()draw_bounding_box_on_image()draw_bounding_boxes_on_file()draw_bounding_boxes_on_image()draw_db_boxes_on_file()exif_preserving_save()get_image_size()get_text_size()gray_scale_fraction()load_image()open_image()parallel_check_image_integrity()parallel_get_image_sizes()render_db_bounding_boxes()render_detection_bounding_boxes()resize_image()resize_image_folder()resize_images()test_visualization_utils()
- visualization.visualize_db module
DbVizOptionsDbVizOptions.add_search_linksDbVizOptions.box_expansionDbVizOptions.box_thicknessDbVizOptions.classes_to_excludeDbVizOptions.classes_to_includeDbVizOptions.colormapDbVizOptions.confidence_field_nameDbVizOptions.confidence_thresholdDbVizOptions.create_category_pagesDbVizOptions.custom_category_mappingDbVizOptions.extra_annotation_fields_to_printDbVizOptions.extra_image_fields_to_printDbVizOptions.force_renderingDbVizOptions.html_optionsDbVizOptions.include_filename_linksDbVizOptions.include_image_linksDbVizOptions.max_sequence_lengthDbVizOptions.num_to_visualizeDbVizOptions.parallelize_renderingDbVizOptions.parallelize_rendering_n_coresDbVizOptions.parallelize_rendering_with_threadsDbVizOptions.qualityDbVizOptions.random_seedDbVizOptions.show_full_pathsDbVizOptions.sort_by_filenameDbVizOptions.trim_to_images_with_bboxesDbVizOptions.verboseDbVizOptions.viz_size
visualize_db()- visualize_db - CLI interface
- visualization.visualize_detector_output module
- visualization.visualize_video_output module
VideoVisualizationOptionsVideoVisualizationOptions.classification_confidence_thresholdVideoVisualizationOptions.confidence_thresholdVideoVisualizationOptions.exclude_category_name_stringsVideoVisualizationOptions.exclude_category_namesVideoVisualizationOptions.flatten_outputVideoVisualizationOptions.fourccVideoVisualizationOptions.include_category_namesVideoVisualizationOptions.include_category_names_in_filenamesVideoVisualizationOptions.min_output_length_secondsVideoVisualizationOptions.output_extensionVideoVisualizationOptions.parallelize_renderingVideoVisualizationOptions.parallelize_rendering_n_coresVideoVisualizationOptions.parallelize_rendering_with_threadsVideoVisualizationOptions.path_separator_replacementVideoVisualizationOptions.random_seedVideoVisualizationOptions.rendering_fsVideoVisualizationOptions.sampleVideoVisualizationOptions.trim_to_detections
visualize_video_output()- visualize_video_output - CLI interface