Using Videos to Evaluate Image Model Robustness

    Keren Gu
    Keren Gu
    Brandon Yang
    Brandon Yang

    arXiv: Computer Vision and Pattern Recognition, 2019.

    Cited by: 8|Bibtex|Views46|Links
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    Abstract:

    Human visual systems are robust to a wide range of image transformations that are challenging for artificial networks. We present the first study of image model robustness to the minute transformations found across video frames, which we term Compared to previous studies on adversarial examples and synthetic distortions, natural robustn...More

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