Cell segmentation without annotation by unsupervised domain adaptation based on cooperative self-learning
Shintaro Miyaki, Takashi Morikura, Shori Nishimoto, Yuta Tokuoka, Takahiro Yamada, Akira Funahashi
This paper introduces an unsupervised domain adaptation method for cell segmentation that avoids predefined thresholds, achieving accuracy comparable to supervised models without labeled data.
IEEE Access · Jan 1, 2026Peer-reviewedSystems Biology