search

amparore / leaf

A Python framework for the quantitative evaluation of eXplainable AI methods
16 stars 7 forks source link

Is this only applied to tabular data not image data? #8

Open xyFreddie opened 10 months ago

xyFreddie commented 10 months ago

Hi, I notice the examples you gave are tabular data. Does leaf not applicable to image classification?

amparore commented 10 months ago

It has not been applied to image explanation, as far as I know. In principle, any data type is treated as tabular by lime/shap, after a proper transformation. Therefore it should be applicable, but it is better to have the transformation outside the leaf pipeline since there is no image-specific API.