Overinterpretation reveals image classification model pathologies

Brandon Carter, Siddhartha Jain, Jonas Mueller +1

Image classifiers are typically scored on their test set accuracy, but high accuracy can mask a subtle type of model failure. We find that high scoring convolutional neural network…