albermax / innvestigate

A toolbox to iNNvestigate neural networks' predictions!
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pixel flipping algorithm #230

Open larauj opened 3 years ago

larauj commented 3 years ago

Hello everyone,

I have been testing and comparing some interpretable techniques, such as Input times Gradient, Guided Backpropagation, LRP, and Integrated Gradients on breast cancer images and now I would like to compare numerically the explanations methods, which one produces quantitatively better heatmaps.

To compare the interpretable techniques I am using the innvestigate, in your opinion, It is possible to apply the pixel flipping algorithm with innvestigate? or Can you imagine how can I evaluate numerically each heatmaps using investigate?

Reference for pixel flipping algorithm: http://www.heatmapping.org/slides/2019_EMBC_3.pdf

Best Regards, Leonardo