Abstract
Major Depressive Disorder (MDD) is a continuous spectrum disorder. We present the Multi-view Expert Routing in Ordinal Space (MEROS) to characterize MDD progression within 26,144 UK Biobank subjects and 2,234 REST-meta-MDD subjects, combining multi-view foundation models, Rank-N-Contrast manifold learning, and a Geometric-Confidence-Driven Router for severity regression.
Links to Paper and Supplementary Materials
Main Paper (Open Access Version): https://papers.miccai.org/miccai-2026-sat/paper/MLCN_2026_018.pdf
SharedIt Link: Not yet available
SpringerLink (DOI): Not yet available
Supplementary Material: Not Submitted
Link to Open Review
Open Review Page: https://openreview.net/forum?id=l9ghHNV3Bg
BibTex
@InProceedings{LenYil_MEROS_MICCAISAT2026,
author = { Leng, Yilin AND Wang, Jingxuan AND Zheng, Jian AND Zhong, Victor W. AND Liu, Mianxin},
title = { { MEROS: Multi-view Expert Routing in Ordinal Space for MDD Spectrum Assessment } },
booktitle = {Medical Image Computing and Computer Assisted Intervention -- MICCAI 2026 Workshops and Challenges},
year = {2026},
publisher = {Springer Nature Switzerland},
volume = {LNCS 17255},
month = {pending},
page = {pending}
}