interpretability-metrics's Introduction

Interpretability Metrics

Setup

Put ImageNet validation dataset under "data/imagenet/val" folder
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

Captum

Saliency
GuidedBackprop
Deconvolution
Occlusion
LayerGradCam
GuidedGradCam
IntegratedGradients

Custom Captum

OnOffCam
GuidedOnOffCam

Supported Models

AlexNet
VGG16
ResNet18
ResNet50
GoogLeNet

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