Meilong Xu*

Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency

"In digital pathology, segmenting densely distributed objects like glands and nuclei is crucial for downstream analysis. Since detailed pixel-wise annotations are very time-consuming, we need semi-supervised segmentation methods that can learn from unlabeled images. Existing semi-supervised methods…