Source Code of the ROAD evaluation method for feature attribution methods.
Have a look at our paper:
Yao Rong, Tobias Leemann, Vadim Borisov, Gjergji Kasneci and Enkelejda Kasneci. "Evaluating Feature Attribution: An Information-Theoretic Perspective", 2022
Check out the notebook RoadBenchmark.ipynb for an example.
Our benchmark can be included by using the files imputation.py and road.py.
We run the script using:
-Python=3.8.8
-Pytorch=1.8.1
-torchvision=0.9
Please cite us if you use our code or ressources in your own work.