Features Selection GA

An interactive plugin that enables users to choose the important/relevant features from a set of multiple features. These selected features can then be applied to various tasks like object detection, segmentation, classification etc.

Usage¶

To use the napari-features-selector, you need to have a csv file containing the features.

Steps to use Feature Selection Plugin:¶

• Start the plugin by going to Plugins -> napari-features-selector:Feature Selection using GA[Genetic Algorithm].
• Choose the Input File Path Location.
• Select the features that you want to drop (multiple-selection-possible).
• For dropping the selected feature, click on Drop Features pushbutton.
• Select the Target Variable
• Choose the Output File Path to save the result of the output (best selected features).
• Tweak the Genetic Algorithm Hyperparameters as per the requirement.
• Finally at last click on Run GA Feature Selection : it will run the Genetic Algorithm under the hood and output will be stored in the given output file path location.
• To get overview of GUI selected parameters click on [For INFO]: Print Current selected GUI parameters on Screen
• To reset GUI parameters use Reset Plugin Parameters pushbutton.