PnP XAI

This repository contains the demo code for PnP XAI system.

Installation

All Python dependencies are listed in environment.yml. To set up the environment, follow these steps:

1. Install the Anaconda environment by running the following command:

   conda env create -f environment.yml

2. Activate pnp_xai environment:

   conda activate pnp_xai

3. Install the codebase by running:

   pip install -e .

Usage

Example Usage

You can use the following command to run the explanation code:

python -W ignore -m scripts.SCRIPT

The placeholder should be replaced wit hthe appropriate script file:

• SCRIPT: A script code that defines a model and data to be explained with PnP XAI. Explanation results will be saved at $pnp_xai/results/{model}/{dataset}/{sample_idx}.png.

Example Results

VGG-16

ResNet-18

ViT-b-16