ml - Weighted Random Forest image-level cross-validation pipeline

None

Paramètres

ListOf_Input_Image: ListOf( Volume 3D ) ( input )

ListOf_Input_Segmented_Image: ListOf( Graph ) ( input )

Color: Choice ( input )

Neighborhood_Mean: Booléen ( input )

Neighborhood_Variance: Booléen ( input )

Neighborhood_Window: Booléen ( input )

Neighborhood_Amplitude: Entier ( optional, input )

Layers: Booléen ( input )

Layers_Shape: Choice ( input )

List_Of_Layers_Amplitudes: ListOf( Entier ) ( optional, input )

Gabor: Booléen ( input )

List_Of_Sigma: ListOf( Réel ) ( optional, input )

List_Of_Theta: ListOf( Réel ) ( optional, input )

List_Of_Lambda: ListOf( Réel ) ( optional, input )

List_Of_Psi: ListOf( Réel ) ( optional, input )

List_Of_Gamma: ListOf( Réel ) ( optional, input )

List_Of_Real: ListOf( Entier ) ( optional, input )

Output_Features_Image_Directory: Répertoire ( sortie )

List_Of_Output_Features_Image: ListOf( Volume 3D ) ( output )

Classes_Weights: ListOf( Réel ) ( input )

N_Trees: Entier ( input )

K_Folds: Entier ( input )

Output_Feature_Description: Text file ( sortie )

Append_Mean_Performance: Booléen ( input )

Mean_Performance: Text file ( sortie )

Output_CV_Performance: Text file ( sortie )

Informations techniques

Toolbox : Bioprocessing

Niveau d'utilisateur : 0

Identifiant : ml_random_forest_CV_pipeline

Nom de fichier : brainvisa/toolboxes/bioprocessing/processes/research/toolbox/machine_learning/ml_toolbox/ml_random_forest_CV_pipeline.py

Supported file formats :

ListOf_Input_Image :

gz compressed NIFTI-1 image, Aperio svs, DICOM image, Directory, ECAT i image, ECAT v image, FDF image, FreesurferMGH, FreesurferMGZ, GIS image, Hamamatsu ndpi, Hamamatsu vms, Hamamatsu vmu, JPEG image, Leica scn, MINC image, NIFTI-1 image, SPM image, Sakura svslide, TIFF image, TIFF image, TIFF(.tif) image, TIFF(.tif) image, Ventana bif, Zeiss czi, gz compressed MINC image, gz compressed NIFTI-1 image

ListOf_Input_Segmented_Image :

Graph and data, Graph and data

Output_Features_Image_Directory :

Répertoire, Répertoire

List_Of_Output_Features_Image :

gz compressed NIFTI-1 image, Aperio svs, DICOM image, Directory, ECAT i image, ECAT v image, FDF image, FreesurferMGH, FreesurferMGZ, GIS image, Hamamatsu ndpi, Hamamatsu vms, Hamamatsu vmu, JPEG image, Leica scn, MINC image, NIFTI-1 image, SPM image, Sakura svslide, TIFF image, TIFF image, TIFF(.tif) image, TIFF(.tif) image, Ventana bif, Zeiss czi, gz compressed MINC image, gz compressed NIFTI-1 image

Output_Feature_Description :

Text file, Text file

Mean_Performance :

Text file, Text file

Output_CV_Performance :

Text file, Text file