MERIT: Multi-view evidential learning for reliable and interpretable liver fibrosis staging

Yuanye Liu, Zheyao Gao, Nannan Shi, Fuping Wu, Yuxin Shi, Qingchao Chen, Xiahai Zhuang

Abstract: Highlights•Uncertainty-aware learning with an interpretable fusion strategy.•Class distribution-aware base rate for class distribution shift.•The combination rule with feature-specific fusion operators.•Reliability and interpretability verified on multi-center liver MRI.

External IDs:doi:10.1016/j.media.2025.103507