openalexScientific Reports2026-07-24
Weakly supervised attention-based learning supports breast cancer detection on deep ultraviolet-excitation fluorescence images
Ryuta Nakao, Tomoya Matsui, Masatoshi Abe, Mizuki Honda, Osamu Inamori, Ippei Takada, et al.
Abstract Microscopy with ultraviolet surface excitation (MUSE) enables rapid fluorescence imaging of fresh tissue surfaces without conventional sectioning, but its appearance differs from that of haematoxylin and eosin-stained slides. Pixel- or patch-level annotation for deep lea…