Logit-based Log-sum-exp Aggregator for MIL-based WSI analysis accepted by BIBM 2025.
MaskMatch for semi-supervised segmentation accepted by Pattern Recognition.
MAPN for Unified Multi-anatomy MRI Reconstruction accepted by IEEE JBHI (IF=6.8).
GM-ABS for generalist-driven label efficiency accepted by IEEE TMI (IF=9.8).
MF-ConS for active barely-supervised 3D segmentation accepted by Medical Image Analysis (IF=11.8).
Two papers on continual learning and trustworthy report generation accepted by MICCAI 2025.
MMedAgent highlighted in Annual Progress Report on Al4Healthcare @ VALSE 2025!
Label-efficient abnormality detection and report generation accepted by IEEE TMI.
Scalable Multi-modal Medical Agent (MMedAgent) accepted by EMNLP 2024.
Survey on continual learning in MIA (PaperList) accepted by Computers in Biology and Medicine (IF=7).
D-Persona on multi-rater segmentation accepted by CVPR 2024 with Highlight (2.8%).
Trustworthy radiology report generation accepted by Neurocomputing (IF=6.0).
SCL for MS-SSL accepted by Medical Image Analysis (IF=10.9).
Background
Research Interests: Advancing medical image analysis with AI, focusing on learning under various imperfect data scenarios, multi-modality representation learning and decision making, human-centric personalized and structured analysis powered by LLM-based AI agents, and reliable multimodal health insights and prediction models for the general population.