ImPartial: Multi-channel Whole-Cell Segmentation using Partial Annotations 事件

BREAKTHROUGH2026-05-26影响: HIGH

ImPartial: Multi-channel Whole-Cell Segmentation using Partial Annotations arXiv:2605.24128v1 Announce Type: new Abstract: Accurate cell segmentation in pathology images typically requires dense pixel-wise annotations, which are costly and time-consuming to obtain. This challenge is especially important for emerging biological imaging modalities and multiplexed datasets with variable channel configurations, where expert-labeled data are scarce. In this work, we introduce ImPartial, a deep learn