Distilling heterogeneous knowledge with aligned biological entities for histological image classification

Open Webpage

Kang Wang, Feiyang Zheng, Dayan Guan, Jia Liu, Jing Qin

Published: 2025, Last Modified: 28 Jan 2026Pattern Recognit. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A heterogeneous GNN distillation model is proposed for histological image analysis.•A biological affiliation recognition module is designed to align the semantics.•Extensive experiments demonstrate the effectiveness of the proposed method.