Index

A

activations (foxai.explainer.computer_vision.algorithm.gradcam.LayerBaseGradCAM property) add_rules() (foxai.explainer.computer_vision.algorithm.lrp.BaseLRPCVExplainer method)

algorithm_name (foxai.explainer.base_explainer.Explainer property) artifact_name (foxai.cli.config_model.MethodDataModel attribute)

B

BaseDeconvolutionCVExplainer (class in foxai.explainer.computer_vision.algorithm.deconv) BaseDeepLIFTCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift) BaseDeepLIFTSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift_shap) BaseGradCAMCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradcam) BaseGradientSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradient_shap) BaseGuidedBackpropCVExplainer (class in foxai.explainer.computer_vision.algorithm.guided_backprop)

BaseInputXGradientSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.input_x_gradient) BaseIntegratedGradientsCVExplainer (class in foxai.explainer.computer_vision.algorithm.integrated_gradients) BaseLRPCVExplainer (class in foxai.explainer.computer_vision.algorithm.lrp) BaseNoiseTunnelCVExplainer (class in foxai.explainer.computer_vision.algorithm.noise_tunnel) BaseObjectDetector (class in foxai.explainer.computer_vision.object_detection.base_object_detector) bbox (foxai.explainer.computer_vision.object_detection.types.PredictionOutput attribute)

C

calculate_features() (foxai.explainer.base_explainer.Explainer method) (foxai.explainer.computer_vision.algorithm.conductance.LayerConductanceCVExplainer method) (foxai.explainer.computer_vision.algorithm.deconv.BaseDeconvolutionCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift.BaseDeepLIFTCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift_shap.BaseDeepLIFTSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.BaseGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.GuidedGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.LayerGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradient_shap.BaseGradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.guided_backprop.BaseGuidedBackpropCVExplainer method) (foxai.explainer.computer_vision.algorithm.input_x_gradient.BaseInputXGradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.integrated_gradients.BaseIntegratedGradientsCVExplainer method) (foxai.explainer.computer_vision.algorithm.lrp.BaseLRPCVExplainer method) (foxai.explainer.computer_vision.algorithm.noise_tunnel.BaseNoiseTunnelCVExplainer method) (foxai.explainer.computer_vision.algorithm.occlusion.OcclusionCVExplainer method) (foxai.explainer.computer_vision.algorithm.saliency.SaliencyCVExplainer method) class_name (foxai.explainer.computer_vision.object_detection.types.PredictionOutput attribute) class_number (foxai.explainer.computer_vision.object_detection.types.PredictionOutput attribute) concat_images() (in module foxai.visualizer) confidence (foxai.explainer.computer_vision.object_detection.types.PredictionOutput attribute) ConfigDataModel (class in foxai.cli.config_model) convert_standardized_float_to_uint8() (in module foxai.array_utils) create_explainer() (foxai.explainer.computer_vision.algorithm.conductance.LayerConductanceCVExplainer method) (foxai.explainer.computer_vision.algorithm.deconv.BaseDeconvolutionCVExplainer method) (foxai.explainer.computer_vision.algorithm.deconv.DeconvolutionCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift.BaseDeepLIFTCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift.DeepLIFTCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift.LayerDeepLIFTCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift_shap.BaseDeepLIFTSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift_shap.DeepLIFTSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.deeplift_shap.LayerDeepLIFTSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.BaseGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.GuidedGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradcam.LayerGradCAMCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradient_shap.BaseGradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradient_shap.GradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.gradient_shap.LayerGradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.guided_backprop.BaseGuidedBackpropCVExplainer method) (foxai.explainer.computer_vision.algorithm.guided_backprop.GuidedBackpropCVExplainer method) (foxai.explainer.computer_vision.algorithm.input_x_gradient.BaseInputXGradientSHAPCVExplainer method) (foxai.explainer.computer_vision.algorithm.input_x_gradient.InputXGradientCVExplainer method) (foxai.explainer.computer_vision.algorithm.input_x_gradient.LayerInputXGradientCVExplainer method) (foxai.explainer.computer_vision.algorithm.integrated_gradients.BaseIntegratedGradientsCVExplainer method) (foxai.explainer.computer_vision.algorithm.integrated_gradients.IntegratedGradientsCVExplainer method) (foxai.explainer.computer_vision.algorithm.integrated_gradients.LayerIntegratedGradientsCVExplainer method) (foxai.explainer.computer_vision.algorithm.lrp.BaseLRPCVExplainer method) (foxai.explainer.computer_vision.algorithm.lrp.LayerLRPCVExplainer method) (foxai.explainer.computer_vision.algorithm.lrp.LRPCVExplainer method) (foxai.explainer.computer_vision.algorithm.noise_tunnel.BaseNoiseTunnelCVExplainer method) (foxai.explainer.computer_vision.algorithm.noise_tunnel.LayerNoiseTunnelCVExplainer method) (foxai.explainer.computer_vision.algorithm.noise_tunnel.NoiseTunnelCVExplainer method)

create_logger() (in module foxai.logger) CV_DECONVOLUTION_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_DEEPLIFT_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_DEEPLIFT_SHAP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_GRADIENT_SHAP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_GUIDED_BACKPOPAGATION_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_GUIDEDGRADCAM_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_INPUT_X_GRADIENT_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_INTEGRATED_GRADIENTS_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_CONDUCTANCE_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_DEEPLIFT_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_DEEPLIFT_SHAP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_GRADCAM_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_GRADCAM_OBJECT_DETECTION_EXPLAINER (foxai.context_manager.CVObjectDetectionExplainers attribute) CV_LAYER_GRADIENT_SHAP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_INPUT_X_GRADIENT_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_INTEGRATED_GRADIENTS_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_LRP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LAYER_NOISE_TUNNEL_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_LRP_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_NOISE_TUNNEL_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_OCCLUSION_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CV_SALIENCY_EXPLAINER (foxai.context_manager.CVClassificationExplainers attribute) CVClassificationExplainers (class in foxai.context_manager) CVExplainerT (in module foxai.explainer.base_explainer) CVObjectDetectionExplainers (class in foxai.context_manager)

D

DeconvolutionCVExplainer (class in foxai.explainer.computer_vision.algorithm.deconv) DeepLIFTCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift)

DeepLIFTSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift_shap) download_upload_metadata() (in module foxai.cli.experiment_update) draw_heatmap_in_bbox() (in module foxai.visualizer)

E

explain() (foxai.callbacks.wandb_callback.WandBCallback method) Explainer (class in foxai.explainer.base_explainer) explainer_class (foxai.context_manager.ExplainerClassWithParams attribute)

explainer_name (foxai.context_manager.ExplainerWithParams attribute) explainer_with_params (foxai.cli.config_model.MethodDataModel attribute) ExplainerClassWithParams (class in foxai.context_manager) ExplainerWithParams (class in foxai.context_manager)

F

fetch_model_checkpoints() (in module foxai.cli.experiment_update) forward() (foxai.explainer.computer_vision.algorithm.gradcam.LayerBaseGradCAM method) (foxai.explainer.computer_vision.algorithm.gradcam.LayerGradCAMObjectDetection method) (foxai.explainer.computer_vision.algorithm.gradcam.LayerGradCAMObjectDetectionExplainer method) (foxai.explainer.computer_vision.object_detection.base_object_detector.BaseObjectDetector method) foxai module foxai.array_utils module foxai.callbacks module foxai.callbacks.wandb_callback module foxai.cli module foxai.cli.config_model module foxai.cli.experiment_update module foxai.context_manager module foxai.explainer module foxai.explainer.base_explainer module foxai.explainer.computer_vision module foxai.explainer.computer_vision.algorithm module foxai.explainer.computer_vision.algorithm.conductance module foxai.explainer.computer_vision.algorithm.deconv module foxai.explainer.computer_vision.algorithm.deeplift module

foxai.explainer.computer_vision.algorithm.deeplift_shap module foxai.explainer.computer_vision.algorithm.gradcam module foxai.explainer.computer_vision.algorithm.gradient_shap module foxai.explainer.computer_vision.algorithm.guided_backprop module foxai.explainer.computer_vision.algorithm.input_x_gradient module foxai.explainer.computer_vision.algorithm.integrated_gradients module foxai.explainer.computer_vision.algorithm.lrp module foxai.explainer.computer_vision.algorithm.noise_tunnel module foxai.explainer.computer_vision.algorithm.occlusion module foxai.explainer.computer_vision.algorithm.saliency module foxai.explainer.computer_vision.model_utils module foxai.explainer.computer_vision.object_detection module foxai.explainer.computer_vision.object_detection.base_object_detector module foxai.explainer.computer_vision.object_detection.types module foxai.explainer.computer_vision.object_detection.utils module foxai.logger module foxai.visualizer module FoXaiExplainer (class in foxai.context_manager)

G

generate_figure() (in module foxai.visualizer) get_heatmap_bbox() (in module foxai.visualizer) get_labels() (in module foxai.cli.experiment_update) get_last_conv_model_layer() (in module foxai.explainer.computer_vision.model_utils)

get_saliency_map() (foxai.explainer.computer_vision.algorithm.gradcam.LayerBaseGradCAM method) gradients (foxai.explainer.computer_vision.algorithm.gradcam.LayerBaseGradCAM property) GradientSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradient_shap) GuidedBackpropCVExplainer (class in foxai.explainer.computer_vision.algorithm.guided_backprop) GuidedGradCAMCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradcam)

I

InputXGradientCVExplainer (class in foxai.explainer.computer_vision.algorithm.input_x_gradient)

IntegratedGradientsCVExplainer (class in foxai.explainer.computer_vision.algorithm.integrated_gradients) iterate_dataloader() (foxai.callbacks.wandb_callback.WandBCallback method)

K

kwargs (foxai.context_manager.ExplainerClassWithParams attribute) (foxai.context_manager.ExplainerWithParams attribute)

L

LayerBaseGradCAM (class in foxai.explainer.computer_vision.algorithm.gradcam) LayerConductanceCVExplainer (class in foxai.explainer.computer_vision.algorithm.conductance) LayerDeepLIFTCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift) LayerDeepLIFTSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.deeplift_shap) LayerGradCAMCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradcam) LayerGradCAMObjectDetection (class in foxai.explainer.computer_vision.algorithm.gradcam) LayerGradCAMObjectDetectionExplainer (class in foxai.explainer.computer_vision.algorithm.gradcam) LayerGradientSHAPCVExplainer (class in foxai.explainer.computer_vision.algorithm.gradient_shap) LayerInputXGradientCVExplainer (class in foxai.explainer.computer_vision.algorithm.input_x_gradient)

LayerIntegratedGradientsCVExplainer (class in foxai.explainer.computer_vision.algorithm.integrated_gradients) LayerLRPCVExplainer (class in foxai.explainer.computer_vision.algorithm.lrp) LayerNoiseTunnelCVExplainer (class in foxai.explainer.computer_vision.algorithm.noise_tunnel) load_config() (in module foxai.cli.experiment_update) load_images_to_tensors() (in module foxai.cli.experiment_update) log() (in module foxai.context_manager) log_explanations() (foxai.callbacks.wandb_callback.WandBCallback method) logits (foxai.explainer.computer_vision.object_detection.types.ObjectDetectionOutput attribute) LRPCVExplainer (class in foxai.explainer.computer_vision.algorithm.lrp)

M

main() (in module foxai.cli.experiment_update) mean_channels_visualization() (in module foxai.visualizer) method_config_list (foxai.cli.config_model.ConfigDataModel attribute) MethodDataModel (class in foxai.cli.config_model) modify_modules() (in module foxai.explainer.computer_vision.model_utils) module foxai foxai.array_utils foxai.callbacks foxai.callbacks.wandb_callback foxai.cli foxai.cli.config_model foxai.cli.experiment_update foxai.context_manager foxai.explainer foxai.explainer.base_explainer foxai.explainer.computer_vision foxai.explainer.computer_vision.algorithm foxai.explainer.computer_vision.algorithm.conductance foxai.explainer.computer_vision.algorithm.deconv foxai.explainer.computer_vision.algorithm.deeplift foxai.explainer.computer_vision.algorithm.deeplift_shap foxai.explainer.computer_vision.algorithm.gradcam foxai.explainer.computer_vision.algorithm.gradient_shap foxai.explainer.computer_vision.algorithm.guided_backprop foxai.explainer.computer_vision.algorithm.input_x_gradient foxai.explainer.computer_vision.algorithm.integrated_gradients foxai.explainer.computer_vision.algorithm.lrp foxai.explainer.computer_vision.algorithm.noise_tunnel foxai.explainer.computer_vision.algorithm.occlusion foxai.explainer.computer_vision.algorithm.saliency foxai.explainer.computer_vision.model_utils foxai.explainer.computer_vision.object_detection foxai.explainer.computer_vision.object_detection.base_object_detector foxai.explainer.computer_vision.object_detection.types foxai.explainer.computer_vision.object_detection.utils foxai.logger foxai.visualizer

N

NoiseTunnelCVExplainer (class in foxai.explainer.computer_vision.algorithm.noise_tunnel)

normalize_attributes() (in module foxai.array_utils)

O

object_detection_visualization() (in module foxai.visualizer) ObjectDetectionOutput (class in foxai.explainer.computer_vision.object_detection.types)

OcclusionCVExplainer (class in foxai.explainer.computer_vision.algorithm.occlusion) on_train_start() (foxai.callbacks.wandb_callback.WandBCallback method) on_validation_epoch_end() (foxai.callbacks.wandb_callback.WandBCallback method)

P

PredictionOutput (class in foxai.explainer.computer_vision.object_detection.types) predictions (foxai.explainer.computer_vision.object_detection.types.ObjectDetectionOutput attribute)

preprocess_object_detection_image() (in module foxai.visualizer) preprocessing() (foxai.explainer.computer_vision.object_detection.base_object_detector.BaseObjectDetector static method)

R

resize_attributes() (in module foxai.array_utils)

resize_image() (in module foxai.explainer.computer_vision.object_detection.utils) retain_only_positive() (in module foxai.array_utils)

S

saliency_maps (foxai.explainer.computer_vision.object_detection.types.ObjectDetectionOutput attribute) SaliencyCVExplainer (class in foxai.explainer.computer_vision.algorithm.saliency)

single_channel_visualization() (in module foxai.visualizer) standardize_array() (in module foxai.array_utils)

T

training (foxai.explainer.computer_vision.object_detection.base_object_detector.BaseObjectDetector attribute)

transpose_array() (in module foxai.array_utils)

V

validate_result() (in module foxai.array_utils)

W

WandBCallback (class in foxai.callbacks.wandb_callback)