Web: http://arxiv.org/abs/2206.08567

June 20, 2022, 1:13 a.m. | Chong Ma, Lin Zhao, Yuzhong Chen, David Weizhong Liu, Xi Jiang, Tuo Zhang, Xintao Hu, Dinggang Shen, Dajiang Zhu, Tianming Liu

cs.CV updates on arXiv.org arxiv.org

Shortcut learning is common but harmful to deep learning models, leading to
degenerated feature representations and consequently jeopardizing the model's
generalizability and interpretability. However, shortcut learning in the widely
used Vision Transformer framework is largely unknown. Meanwhile, introducing
domain-specific knowledge is a major approach to rectifying the shortcuts,
which are predominated by background related factors. For example, in the
medical imaging field, eye-gaze data from radiologists is an effective human
visual prior knowledge that has the great potential to guide …

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