Web: http://arxiv.org/abs/2206.05782

June 23, 2022, 1:11 a.m. | Pei Liu, Bo Fu, Feng Ye, Rui Yang, Bin Xu, Luping Ji

cs.LG updates on arXiv.org arxiv.org

The cancer prognosis on gigapixel Whole-Slide Images (WSIs) has always been a
challenging task. Most existing approaches focus solely on single-resolution
images. The multi-resolution schemes, utilizing image pyramids to enhance WSI
visual representations, have not yet been paid enough attention to. In order to
explore a multi-resolution solution for improving cancer prognosis accuracy,
this paper proposes a dual-stream architecture to model WSIs by an image
pyramid strategy. This architecture consists of two sub-streams: one for
low-resolution WSIs, and the other …

arxiv attention cancer cross image on transformer

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