Zhijian Song

Negative Instance Guided Self-Distillation Framework for Whole Slide Image Analysis

2023 · IEEE Journal of Biomedical and Health Informatics

Histopathology image classification is an important clinical task, and current deep learning-based whole-slide image (WSI) classification methods typically cut WSIs into small patches and cast the problem as multi-instance learning. The mainstream approach is to …

Deep Mutual Learning Among Partially Labeled Datasets for Multi-Organ Segmentation

2025 · IEEE Transactions on Medical Imaging

Labeling multiple organs for segmentation is a complex and time-consuming process, resulting in a scarcity of comprehensively labeled multi-organ datasets while the emergence of numerous partially labeled datasets. Current methods face three critical limitations: incomplete …