Brandon Carter

Overinterpretation reveals image classification model pathologies

2020 · arXiv (Cornell University)

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 networks (CNNs) on popular benchmarks exhibit troubling …