5 papers
GMENet: Generative Mixture of Experts Network for Multi-Center Glioma Diagnosis with Incomplete Imaging Sequences
Pengfei Song, Fangjin Liu, Wenwen Zeng +5
Contemporary glioma diagnosis integrates molecular features with histopathology to guide clinical decision-making. However, in clinical settings, divergent imaging protocols result…
Uncertainty-Guided Conservative Propagation for Structured Inference in Vessel Segmentation
Huan Huang, Michele Esposito, Chen Zhao
Accurate vessel segmentation is essential for medical image analysis, yet remains challenging due to complex vascular patterns and imaging ambiguity. Most deep models rely on singl…
SAMPO-Path: Segmentation Intent-Aligned Preference Optimization for Pathology Foundation Model Segmentation
Yonghuang Wu, Wenwen Zeng, Xuan Xie +3
Foundation models have shown strong performance in multi-object segmentation with visual prompts, yet histopathology images remain challenging due to high cellular density, heterog…
MindShot: Multi-Shot Video Reconstruction from fMRI with LLM Decoding
Wenwen Zeng, Yonghuang Wu, Yifan Chen +5
Reconstructing dynamic videos from fMRI is important for understanding visual cognition and enabling vivid brain-computer interfaces. However, current methods are critically limite…
Cross-Patient Pseudo Bags Generation and Curriculum Contrastive Learning for Imbalanced Multiclassification of Whole Slide Image
Yonghuang Wu, Xuan Xie, Xinyuan Niu +2
Pathology computing has dramatically improved pathologists' workflow and diagnostic decision-making processes. Although computer-aided diagnostic systems have shown considerable va…