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cs.CV2026
One Click per Cell Type Suffices: Training-free Group Interaction for Cell Instance Segmentation
Sanghyun Jo, Seo Jin Lee, Seohyung Hong +4
Cell instance segmentation models trained on cell-specific datasets suffer severe performance drops on out-of-distribution cell types, while interactive foundation models overcome…
cs.CV2025
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation
Sanghyun Jo, Seo Jin Lee, Seungwoo Lee +3
Cell instance segmentation (CIS) is crucial for identifying individual cell morphologies in histopathological images, providing valuable insights for biological and medical researc…