Interpretability Metrics

Setup

1. Put ImageNet validation dataset under "data/imagenet/val" folder
2. Install libraries

# For PIP
pip install -r requirements.txt

# For Conda
conda install --file requirements.txt -y

Run

Degradation

# Evaluation Example
python3 scripts/degradation.py Saliency GradCam -m resnet50 -s results/ -d cuda:1

# Draw Graph Example
python3 scripts/graph.py -s results -o ./result.png

Supported Methods

1. Captum

• Saliency
• GuidedBackprop
• Deconvolution
• Occlusion
• LayerGradCam
• GuidedGradCam
• IntegratedGradients

2. Custom Captum

• OnOffCam
• GuidedOnOffCam

Supported Models

• AlexNet
• VGG16
• ResNet18
• ResNet50
• GoogLeNet