Jingxin Liu

Improving Cross-Organ Generalization in Histopathology Segmentation via Evidence-Guided Vision–Language Query Decoding

This study addresses cross-organ adenocarcinoma segmentation by introducing an evidence-guided vision–language segmentation framework that incorporates pathology-relevant morphological evidence into dense mask prediction and support the use of structured pathology evidence for cross-organ tumor segmentation under sourc...