Index

A

A_I() (BoundingBox method) A_U() (BoundingBox method)

area (BoundingBox property) AugmentationMethod (class in inet.data.augmentation)

B

Backbone (class in inet.models.architectures.base_model) backbone (ModelArchitecture attribute) bottom() (RandomCrop method) bottom_right() (RandomCrop method) bounding_box_stats() (in module scripts.process_files) BoundingBox (class in inet.models.data_structures)

BoundingBoxHyperModel (class in inet.models.architectures.bounding_boxes) BoundingBoxRegressor (class in inet.models.architectures.bounding_boxes) build() (BoundingBoxHyperModel method) (ClassifierHyperModel method) (TwoInOneHyperModel method) build_dataset() (ImageDataSet method) build_tf_model_from_file() (in module tests.helper)

C

calculate_stats() (in module scripts.preselect_files) call() (LossFunctionWrapper method) choices() (FrozenBlockConf static method) CLASSIFICATION (ModelType attribute) Classifier (class in inet.models.architectures.classifier) ClassifierHyperModel (class in inet.models.architectures.classifier) cluster_weights() (in module inet.models.tf_lite.convert_to_tflite) ClusterMethod (class in inet.models.tf_lite.convert_to_tflite) compile() (BoundingBoxRegressor method) (Classifier method) (TwoInOneModel method) convert_values() (in module inet.losses.giou_loss) copy_model() (in module inet.helpers) create_classifier() (MultiTaskModel static method)

create_config() (in module scripts.configs) create_config_file() (in module scripts.process_files) create_conversion_config() (in module scripts.configs) create_dataset_structure() (in module scripts.process_files) create_directory_structure() (in module scripts.process_files) create_local_copy() (in module scripts.preselect_files) create_model (ModelArchitecture attribute) create_pruned_model() (in module inet.models.tf_lite.convert_to_tflite) create_q_aware_model() (in module inet.models.tf_lite.convert_to_tflite) create_quantize_model() (in module inet.models.tf_lite.convert_to_tflite) create_regressor() (MultiTaskModel static method) create_tf_lite_q_model() (in module inet.models.tf_lite.convert_to_tflite) create_tflite_config() (in module scripts.configs) crop_image() (MultiTaskModel method)

D

DataAugmentationHelper (class in inet.data.augmentation) decide_image() (in module scripts.preselect_files) decision() (in module scripts.helpers) default_callbacks() (TaskModel class method) DENSITY_BASED (ClusterMethod attribute)

directory_to_classification_dataset() (in module inet.data.load_dataset) directory_to_regression_dataset() (in module inet.data.load_dataset) directory_to_two_in_one_dataset() (in module inet.data.load_dataset) done() (ProgressBar static method) draw() (BoundingBox method) DYNAMIC (QuantizationMethod attribute)

E

evaluate_classification() (in module inet.models.tf_lite.tflite_methods) evaluate_interpreted_model() (in module inet.models.tf_lite.tflite_methods) evaluate_model() (MultiTaskModel method) (TaskModel method) (TwoInOneModel method) (TwoInOneTFLite method) evaluate_predictions() (BoundingBoxRegressor static method) (Classifier static method) (SingleTaskModel static method) (TaskModel static method) (TwoInOneModel static method)

evaluate_q_model() (in module inet.models.tf_lite.tflite_methods) evaluate_q_model_from_file() (in module tests.helper) evaluate_regression() (in module inet.models.tf_lite.tflite_methods) evaluate_solver_predictions() (in module inet.models.solvers.common) evaluate_two_in_one() (in module inet.models.tf_lite.tflite_methods) extract_backbone_features() (TaskModel method) extract_file_name() (in module scripts.process_files) (in module scripts.reuse_labels) extract_label() (in module scripts.process_files) extract_labels_and_features() (in module inet.helpers)

F

filter_classes() (in module tests.test_yolo_inference) fit() (TaskModel method) FLOAT_16 (QuantizationMethod attribute) from_config() (MultiTaskModel class method) (SingleTaskModel class method) (TwoInOneModel class method) (TwoInOneTFLite class method)

FrozenBlockConf (class in inet.models.hyper_parameter_optimization) FULL_INT (QuantizationMethod attribute)

G

generate_statistics() (in module scripts.process_files) get_config() (LossFunctionWrapper method) get_directory_by_prefix() (in module scripts.preselect_files) get_directory_from_prefix() (in module scripts.reuse_labels) get_genera_file_stats_for_directory() (in module scripts.process_files) get_gzipped_model_size() (in module inet.models.tf_lite.tflite_methods)

get_id_range_for_search_term() (in module scripts.preselect_files) get_id_ranges_from_input_directory() (in module scripts.preselect_files) get_n_random_elements() (in module scripts.preselect_files) get_train_logdir() (in module inet.helpers) GIoU() (BoundingBox method) giou_loss() (in module inet.losses.giou_loss) GIoULoss (class in inet.losses.giou_loss)

H

half_h (BoundingBox property)

half_w (BoundingBox property) horizontal_flip() (RandomFlip static method)

I

ImageBoundingBoxDataSet (class in inet.data.datasets) ImageDataSet (class in inet.data.datasets) ImageLabelDataSet (class in inet.data.datasets) ImageTwoInOneDataSet (class in inet.data.datasets) IndependentModel (class in inet.models.solvers.independent) inet.data.augmentation module inet.data.constants module inet.data.datasets module inet.data.load_dataset module inet.data.visualization module inet.helpers module inet.losses.giou_loss module inet.models.architectures.base_model module inet.models.architectures.bounding_boxes module

inet.models.architectures.classifier module inet.models.data_structures module inet.models.hyper_parameter_optimization module inet.models.solvers.common module inet.models.solvers.independent module inet.models.solvers.tf_lite module inet.models.solvers.two_in_one module inet.models.solvers.two_stage module inet.models.tf_lite.convert_to_tflite module inet.models.tf_lite.tflite_methods module init_random_dataset_ids() (in module scripts.preselect_files) IoU() (BoundingBox method)

J

join() (ThreadWithReturnValue method)

K

KMEANS_PLUS_PLUS (ClusterMethod attribute)

L

label_key (ImageBoundingBoxDataSet attribute) (ImageDataSet attribute) (ImageLabelDataSet attribute) label_value_type (AugmentationMethod attribute) LabelType (class in inet.data.constants)

left() (RandomCrop method) LINEAR (ClusterMethod attribute) load_element() (in module scripts.process_files) load_labels_from_bbox_file() (in module scripts.process_files) load_labels_from_bbox_files() (in module scripts.process_files) LossFunctionWrapper (class in inet.losses.giou_loss)

M

method_list (MultiProbabilityAugmentationMethod property) (RandomChannelIntensity property) (RandomCrop property) (RandomFlip property) (RandomRotate90 property) Model (class in inet.models.architectures.base_model) model_data (BoundingBoxHyperModel attribute) (ClassifierHyperModel attribute) (TwoInOneHyperModel attribute) model_name (IndependentModel attribute) (MultiTaskModel attribute) (TwoStageModel attribute) model_type (BoundingBoxRegressor attribute) (Classifier attribute) (TaskModel attribute) (TwoInOneModel attribute) ModelArchitecture (class in inet.models.data_structures) ModelType (class in inet.data.constants) module inet.data.augmentation inet.data.constants inet.data.datasets inet.data.load_dataset inet.data.visualization inet.helpers inet.losses.giou_loss inet.models.architectures.base_model inet.models.architectures.bounding_boxes inet.models.architectures.classifier inet.models.data_structures inet.models.hyper_parameter_optimization inet.models.solvers.common inet.models.solvers.independent inet.models.solvers.tf_lite inet.models.solvers.two_in_one inet.models.solvers.two_stage inet.models.tf_lite.convert_to_tflite inet.models.tf_lite.tflite_methods scripts.configs scripts.constants scripts.convert_models_to_tflite scripts.generate_cropped_dataset scripts.helpers scripts.preselect_files scripts.process_files scripts.reuse_labels tests.helper tests.test_tf_architectures tests.test_tf_lite_architectures tests.test_yolo_inference

move_file() (in module scripts.reuse_labels) move_files() (in module scripts.helpers) MULTI (LabelType attribute) MultiProbabilityAugmentationMethod (class in inet.data.augmentation) MultiTaskModel (class in inet.models.solvers.tf_lite)

N

name (ModelArchitecture attribute)

NONE (LabelType attribute) (QuantizationMethod attribute)

O

output_signature (ImageBoundingBoxDataSet attribute) (ImageDataSet attribute)

overlap() (BoundingBox method)

P

plot_confusion_matrix() (in module inet.data.visualization) plot_histories() (in module inet.data.visualization) plot_hpo_values() (in module inet.models.hyper_parameter_optimization) plot_prediction() (in module inet.data.visualization) plot_prediction_samples() (in module inet.data.visualization) predict() (IndependentModel method) (MultiTaskModel method) (TwoInOneTFLite method) (TwoStageModel method)

process() (AugmentationMethod method) (FrozenBlockConf method) (MultiProbabilityAugmentationMethod method) (RandomContrast method) process_best_prediction() (in module tests.test_yolo_inference) process_directories() (in module scripts.preselect_files) process_directory() (in module scripts.preselect_files) process_in_multi_threads() (in module scripts.reuse_labels) process_in_single_thread() (in module scripts.reuse_labels) ProgressBar (class in scripts.helpers)

Q

QuantizationMethod (class in inet.models.tf_lite.convert_to_tflite)

R

RANDOM (ClusterMethod attribute) random_scale_n_channels() (RandomChannelIntensity static method) random_scale_single_channel() (RandomChannelIntensity static method) random_set_single_channel() (RandomChannelIntensity static method) RandomChannelIntensity (class in inet.data.augmentation) RandomContrast (class in inet.data.augmentation) RandomCrop (class in inet.data.augmentation)

RandomFlip (class in inet.data.augmentation) RandomRotate90 (class in inet.data.augmentation) read_trials() (in module inet.models.hyper_parameter_optimization) REGRESSION (ModelType attribute) right() (RandomCrop method) rotate_left() (RandomRotate90 static method) rotate_right() (RandomRotate90 static method) run() (ThreadWithReturnValue method)

S

save_model_file() (in module inet.models.tf_lite.tflite_methods) scale_bb() (in module tests.test_yolo_inference) scan_input_directory() (in module scripts.preselect_files) scripts.configs module scripts.constants module scripts.convert_models_to_tflite module scripts.generate_cropped_dataset module scripts.helpers module scripts.preselect_files module

scripts.process_files module scripts.reuse_labels module shared_probabilities (MultiProbabilityAugmentationMethod attribute) (RandomChannelIntensity attribute) (RandomCrop attribute) (RandomFlip attribute) (RandomRotate90 attribute) SINGLE (LabelType attribute) SingleTaskModel (class in inet.models.architectures.base_model) split_labeled_files() (in module scripts.process_files) spread_files() (in module scripts.process_files) step() (ProgressBar method)

T

TaskModel (class in inet.models.architectures.base_model) test_dataset() (in module scripts.preselect_files) test_output_directory() (in module scripts.process_files) tests.helper module tests.test_tf_architectures module tests.test_tf_lite_architectures module tests.test_yolo_inference module tf_giou_loss() (in module inet.losses.giou_loss) ThreadWithReturnValue (class in scripts.helpers)

Timer (class in tests.helper) to_tflite() (TaskModel method) top() (RandomCrop method) top_left() (RandomCrop method) TRAIN_ALL (FrozenBlockConf attribute) TRAIN_HALF (FrozenBlockConf attribute) TRAIN_NONE (FrozenBlockConf attribute) transform() (DataAugmentationHelper method) transform_generator() (DataAugmentationHelper method) TWO_IN_ONE (ModelType attribute) TwoInOneHyperModel (class in inet.models.solvers.two_in_one) TwoInOneModel (class in inet.models.solvers.two_in_one) TwoInOneTFLite (class in inet.models.solvers.two_in_one) TwoStageModel (class in inet.models.solvers.two_stage)

V

validate_q_model_prediction() (in module inet.models.tf_lite.tflite_methods)

vertical_flip() (RandomFlip static method)

W

weights (ClassifierHyperModel attribute)

X

x_max (BoundingBox property)

Y

y_max (BoundingBox property)

yolo2voc() (in module tests.test_yolo_inference)