2 papers
cs.CV2026
MKG-CARE: Case-Aware Reasoning with Multimodal Knowledge Graphs for Explainable Medical Image Diagnosis
Yiming Xu, Yixuan Liu, Yuhang Zhang +3
Medical image diagnosis has achieved significant progress with deep learning, yet existing methods often rely on isolated visual evidence and lack the ability to effectively levera…
cs.CV2026
A multimodal slice discovery framework for systematic failure detection and explanation in medical image classification
Yixuan Liu, Kanwal K. Bhatia, Ahmed E. Fetit
Despite advances in machine learning-based medical image classifiers, the safety and reliability of these systems remain major concerns in practical settings. Existing auditing app…