Index

A

AconC (class in omdenalore.computer_vision.activation_functions) add_padding() (in module omdenalore.satellite_imagery.utils)

adjust_tags() (in module omdenalore.natural_language_processing.postprocess_text) Augmenter (class in omdenalore.computer_vision.augmentations) AutoRegressive (class in omdenalore.time_series.auto_regression)

B

backward() (omdenalore.computer_vision.activation_functions.MemoryEfficientMish.F static method) bar_metrics() (omdenalore.time_series.plots.PlotMetrics static method)

BenchmarkRunner (class in omdenalore.computer_vision.benchmark) bias() (omdenalore.time_series.metrics.ComputeMetrics method) brief_features() (omdenalore.computer_vision.image_features.ImageFeatures static method)

C

check_imshow() (in module omdenalore.computer_vision.utils) class_tversky() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) compute_avg_precision() (in module omdenalore.computer_vision.utils) ComputeMetrics (class in omdenalore.time_series.metrics) confusion_matrix() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method)

convert_pixels_to_geocoordinates() (in module omdenalore.satellite_imagery.utils) count_params() (in module omdenalore.computer_vision.benchmark) create_blank_nlp() (in module omdenalore.natural_language_processing.ner) create_contours() (in module omdenalore.satellite_imagery.utils) cuda_timestamp() (in module omdenalore.computer_vision.benchmark)

D

Datasets (class in omdenalore.datasets.download_datasets) describe_zernike_moments() (omdenalore.computer_vision.image_features.ImageFeatures static method) detect() (omdenalore.computer_vision.green_pixel_detection.GreenPixelDetector static method) df2jsonl() (in module omdenalore.natural_language_processing.postprocess_text) dice_coef() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) dice_coef_loss() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method)

dice_loss() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) dict (omdenalore.computer_vision.utils.Params property) doc2df() (in module omdenalore.natural_language_processing.postprocess_text) doc2df_wide() (in module omdenalore.natural_language_processing.postprocess_text) doc2ents() (in module omdenalore.natural_language_processing.ner) download_from_url() (omdenalore.datasets.download_datasets.Datasets static method) download_spacy_model() (omdenalore.natural_language_processing.preprocess_text.TextPreprocessor static method)

E

evaluate() (omdenalore.time_series.metrics.EvaluateMetrics method)

evaluate_all() (omdenalore.time_series.metrics.EvaluateMetrics method) EvaluateMetrics (class in omdenalore.time_series.metrics)

F

file_handler() (in module omdenalore.logger) find_contours() (omdenalore.computer_vision.image_features.ImageFeatures static method) focal_tversky() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) focal_tversky_loss() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) forward() (omdenalore.computer_vision.activation_functions.AconC method) (omdenalore.computer_vision.activation_functions.FReLU method) (omdenalore.computer_vision.activation_functions.Hardswish static method) (omdenalore.computer_vision.activation_functions.MemoryEfficientMish method) (omdenalore.computer_vision.activation_functions.MemoryEfficientMish.F static method) (omdenalore.computer_vision.activation_functions.MetaAconC method) (omdenalore.computer_vision.activation_functions.Mish static method) (omdenalore.computer_vision.activation_functions.SiLU static method) (omdenalore.computer_vision.losses.LabelSmoothingCrossEntropy method)

FReLU (class in omdenalore.computer_vision.activation_functions)

G

gen_ar1_dataset() (omdenalore.time_series.auto_regression.AutoRegressive method) gen_ar2_dataset() (omdenalore.time_series.auto_regression.AutoRegressive method) gen_ar3_dataset() (omdenalore.time_series.auto_regression.AutoRegressive method) generalized_dice_coefficient() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) generate_examples() (in module omdenalore.natural_language_processing.ner) geom_to_json() (in module omdenalore.satellite_imagery.geom_to_json) get_basic_train_transforms() (omdenalore.computer_vision.augmentations.Augmenter static method)

get_entities() (in module omdenalore.natural_language_processing.ner) get_hough_lines() (omdenalore.computer_vision.image_features.ImageFeatures static method) get_logger() (in module omdenalore.logger) get_mild_train_transforms() (omdenalore.computer_vision.augmentations.Augmenter static method) get_val_transforms() (omdenalore.computer_vision.augmentations.Augmenter static method) gmae() (omdenalore.time_series.metrics.ComputeMetrics method) gmrae() (omdenalore.time_series.metrics.ComputeMetrics method) GreenPixelDetector (class in omdenalore.computer_vision.green_pixel_detection)

H

haralicks_features() (omdenalore.computer_vision.image_features.ImageFeatures static method)

Hardswish (class in omdenalore.computer_vision.activation_functions) hog_detection() (omdenalore.computer_vision.object_detection.ObjectDetection method)

I

ImageFeatures (class in omdenalore.computer_vision.image_features) InferenceBenchmarkRunner (class in omdenalore.computer_vision.benchmark)

init_logger() (in module omdenalore.logger) inrse() (omdenalore.time_series.metrics.ComputeMetrics method)

L

LabelSmoothingCrossEntropy (class in omdenalore.computer_vision.losses) list2iob() (in module omdenalore.natural_language_processing.postprocess_text) load_image() (in module omdenalore.computer_vision.utils)

load_model() (omdenalore.natural_language_processing.preprocess_text.TextPreprocessor static method) log_cosh_dice_loss() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) log_time() (in module omdenalore.logger) LossFunctions (class in omdenalore.computer_vision.loss_functions_semantic)

M

maape() (omdenalore.time_series.metrics.ComputeMetrics method) mad() (omdenalore.time_series.metrics.ComputeMetrics method) mae() (omdenalore.time_series.metrics.ComputeMetrics method) map() (omdenalore.time_series.metrics.ComputeMetrics method) mase() (omdenalore.time_series.metrics.ComputeMetrics method) mbrae() (omdenalore.time_series.metrics.ComputeMetrics method) mda() (omdenalore.time_series.metrics.ComputeMetrics method) mdae() (omdenalore.time_series.metrics.ComputeMetrics method) mdape() (omdenalore.time_series.metrics.ComputeMetrics method) mdrae() (omdenalore.time_series.metrics.ComputeMetrics method) me() (omdenalore.time_series.metrics.ComputeMetrics method) MemoryEfficientMish (class in omdenalore.computer_vision.activation_functions) MemoryEfficientMish.F (class in omdenalore.computer_vision.activation_functions) MetaAconC (class in omdenalore.computer_vision.activation_functions) Mish (class in omdenalore.computer_vision.activation_functions) mobile_net() (omdenalore.computer_vision.object_detection.ObjectDetection method) module omdenalore omdenalore.computer_vision omdenalore.computer_vision.activation_functions omdenalore.computer_vision.augmentations omdenalore.computer_vision.benchmark omdenalore.computer_vision.green_pixel_detection omdenalore.computer_vision.image_features omdenalore.computer_vision.loss_functions_semantic omdenalore.computer_vision.losses omdenalore.computer_vision.object_detection omdenalore.computer_vision.semantic_segmentation omdenalore.computer_vision.utils omdenalore.computer_vision.visualisations omdenalore.datasets omdenalore.datasets.download_datasets omdenalore.logger omdenalore.natural_language_processing omdenalore.natural_language_processing.ner omdenalore.natural_language_processing.postprocess_text omdenalore.natural_language_processing.preprocess_text omdenalore.natural_language_processing.utils omdenalore.satellite_imagery omdenalore.satellite_imagery.find_resolution omdenalore.satellite_imagery.geom_to_json omdenalore.satellite_imagery.preprocess_tiff omdenalore.satellite_imagery.raster_summary omdenalore.satellite_imagery.reprojecct_crs omdenalore.satellite_imagery.utils omdenalore.time_series omdenalore.time_series.auto_regression omdenalore.time_series.metrics omdenalore.time_series.plots setup

mpe() (omdenalore.time_series.metrics.ComputeMetrics method) mrae() (omdenalore.time_series.metrics.ComputeMetrics method) mre() (omdenalore.time_series.metrics.ComputeMetrics method) mse() (omdenalore.time_series.metrics.ComputeMetrics method)

N

noise_removal() (omdenalore.natural_language_processing.utils.TextUtils static method)

nrmse() (omdenalore.time_series.metrics.ComputeMetrics method)

O

ObjectDetection (class in omdenalore.computer_vision.object_detection) omdenalore module omdenalore.computer_vision module omdenalore.computer_vision.activation_functions module omdenalore.computer_vision.augmentations module omdenalore.computer_vision.benchmark module omdenalore.computer_vision.green_pixel_detection module omdenalore.computer_vision.image_features module omdenalore.computer_vision.loss_functions_semantic module omdenalore.computer_vision.losses module omdenalore.computer_vision.object_detection module omdenalore.computer_vision.semantic_segmentation module omdenalore.computer_vision.utils module omdenalore.computer_vision.visualisations module omdenalore.datasets module omdenalore.datasets.download_datasets module omdenalore.logger module

omdenalore.natural_language_processing module omdenalore.natural_language_processing.ner module omdenalore.natural_language_processing.postprocess_text module omdenalore.natural_language_processing.preprocess_text module omdenalore.natural_language_processing.utils module omdenalore.satellite_imagery module omdenalore.satellite_imagery.find_resolution module omdenalore.satellite_imagery.geom_to_json module omdenalore.satellite_imagery.preprocess_tiff module omdenalore.satellite_imagery.raster_summary module omdenalore.satellite_imagery.reprojecct_crs module omdenalore.satellite_imagery.utils module omdenalore.time_series module omdenalore.time_series.auto_regression module omdenalore.time_series.metrics module omdenalore.time_series.plots module

P

Params (class in omdenalore.computer_vision.utils) Plot (class in omdenalore.computer_vision.visualisations) plot_cm() (omdenalore.computer_vision.visualisations.Plot static method) plot_hist() (omdenalore.computer_vision.visualisations.Plot static method)

plotds() (omdenalore.time_series.auto_regression.AutoRegressive method) PlotMetrics (class in omdenalore.time_series.plots) preprocess_text() (omdenalore.natural_language_processing.preprocess_text.TextPreprocessor method) preprocess_text_lists() (omdenalore.natural_language_processing.preprocess_text.TextPreprocessor method)

R

r2_score() (omdenalore.time_series.metrics.ComputeMetrics method) rae() (omdenalore.time_series.metrics.ComputeMetrics method) raster_summary() (in module omdenalore.satellite_imagery.raster_summary) remove_hashtags() (omdenalore.natural_language_processing.utils.TextUtils static method) remove_regex_pattern() (omdenalore.natural_language_processing.utils.TextUtils static method) remove_url() (omdenalore.natural_language_processing.utils.TextUtils static method) reproject_raster() (in module omdenalore.satellite_imagery.reprojecct_crs) resolution() (in module omdenalore.satellite_imagery.find_resolution)

resolve_precision() (in module omdenalore.computer_vision.benchmark) rm_colliding() (in module omdenalore.natural_language_processing.ner) rm_groups() (in module omdenalore.natural_language_processing.ner) rmdspe() (omdenalore.time_series.metrics.ComputeMetrics method) rmse() (omdenalore.time_series.metrics.ComputeMetrics method) rmspe() (omdenalore.time_series.metrics.ComputeMetrics method) rmsse() (omdenalore.time_series.metrics.ComputeMetrics method) rrse() (omdenalore.time_series.metrics.ComputeMetrics method) run() (omdenalore.computer_vision.benchmark.InferenceBenchmarkRunner method)

S

SatelliteImage (class in omdenalore.satellite_imagery.preprocess_tiff) save() (omdenalore.computer_vision.utils.Params method) SemanticSegemtationModel (class in omdenalore.computer_vision.semantic_segmentation) setup module show_cood() (in module omdenalore.computer_vision.utils) sift_features() (omdenalore.computer_vision.image_features.ImageFeatures static method) SiLU (class in omdenalore.computer_vision.activation_functions)

smape() (omdenalore.time_series.metrics.ComputeMetrics method) smdape() (omdenalore.time_series.metrics.ComputeMetrics method) split() (omdenalore.satellite_imagery.preprocess_tiff.SatelliteImage method) standardize_words() (omdenalore.natural_language_processing.utils.TextUtils static method) std_ae() (omdenalore.time_series.metrics.ComputeMetrics method) std_ape() (omdenalore.time_series.metrics.ComputeMetrics method) stream_handler() (in module omdenalore.logger) surf_features() (omdenalore.computer_vision.image_features.ImageFeatures static method)

T

TaggedCorpus (class in omdenalore.natural_language_processing.ner) TextPreprocessor (class in omdenalore.natural_language_processing.preprocess_text) TextUtils (class in omdenalore.natural_language_processing.utils) timestamp() (in module omdenalore.computer_vision.benchmark) to_dict() (omdenalore.natural_language_processing.ner.TaggedCorpus method) to_doc() (omdenalore.natural_language_processing.ner.TaggedCorpus method) to_iob_list() (omdenalore.natural_language_processing.ner.TaggedCorpus method)

to_multi_iob_list() (omdenalore.natural_language_processing.ner.TaggedCorpus method) to_token_char_spans() (omdenalore.natural_language_processing.ner.TaggedCorpus method) to_tokens() (omdenalore.natural_language_processing.ner.TaggedCorpus method) translate_boxes() (in module omdenalore.computer_vision.utils) true_negative() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) true_positive() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) tversky_index() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method) tversky_loss() (omdenalore.computer_vision.loss_functions_semantic.LossFunctions static method)

U

umbrae() (omdenalore.time_series.metrics.ComputeMetrics method)

unnormalize_image() (omdenalore.computer_vision.visualisations.Plot static method) update() (omdenalore.computer_vision.utils.Params method)

Z

zoom_to_fill() (in module omdenalore.computer_vision.utils) (in module omdenalore.satellite_imagery.utils)