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

Sept. 19, 2022, 1:14 a.m. | Pei Liu, Bo Fu, Feng Ye, Rui Yang, Bin Xu, Luping Ji

cs.CV updates on arXiv.org arxiv.org

The cancer prognosis on gigapixel Whole-Slide Images (WSIs) has always been a
challenging task. To further enhance WSI visual representations, existing
methods have explored image pyramids, instead of single-resolution images, in
WSIs. In spite of this, they still face two major problems: high computational
cost and the unnoticed semantical gap in multi-resolution feature fusion. To
tackle these problems, this paper proposes to efficiently exploit WSI pyramids
from a new perspective, the dual-stream network with cross-attention (DSCA).
Our key idea is …

arxiv attention cancer image network

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