1
Return

From voxel discovery to regional interaction: A multi-level interpretable framework for Alzheimer’s disease diagnosis

delete2026-08-08
delete0
PRE
AI
K
Kaixiang Shu
J
Jiaqiang Li
R
Ronglin Zhang
N
Nina Cheng
P
Peng Yang
X
Xuegang Song
雷柏英 (Baiying Lei) *
DOI:10.1016/j.media.2026.104243delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
• A multi-level framework bridges voxel signals to networks for transparent diagnosis. • Gradient-guided EM-like HiEM actively isolates high-fidelity digital biomarkers. • Dynamic parcellation and topology modeling reconstruct pathological trajectories. • Superior anatomical specificity over post-hoc methods validates biomarker discovery.
Keywords:
Multi-level interpretable
Voxel discovery
Regional interaction
Alzheimer’s disease

Journal

Medical Image Analysis cover
Medical Image Analysis
IF:
11.8
Papers:
3.7K
Citations:
2.4W

Organization

No organization information available
Cited Papers

Cited Papers

Citing Papers

Citing Papers