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Tian-Tian Liu

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Conference Open access Aug 2026

DisenTextSeg: Disentangling Textual Information from Clinical Reports for Multi-Modal Medical Image Segmentation

DisenTextSeg is a novel framework that explicitly disentangles shared and modality-specific features from per-modality clinical reports and integrates them into a diffusion-based segmentation network, outperforming competitive baselines and demonstrating consistent cross-domain performance.

Ding-Jie Suo, Han-Di Zhu, Tian-Tian Liu et al. · 0 citations
Conference Open access Aug 2026

A Subtyping Study of Patients with Alzheimer’s Disease Based on Brain Functional Dynamics

Alzheimer’s disease (AD) is a neurodegenerative disorder primarily affecting the an older population and the most common cause of dementia. The disease exhibits substantial heterogeneity in genetic basis, pathological manifestations, and clinical phenotypes, collectively posing major challenges for precise diagnosis, e...

Yan-Yu Liang, Kexin Wang, Yun-Xiao Ma et al. · 0 citations
Conference Open access Aug 2026

Graph embedding of structural connectivity characterizes task‐evoked brain dynamics

Findings support graph‐embedded structural connectivity as a candidate connectome‐derived imaging biomarker of abnormal task‐evoked brain dynamics.

Yun-Xiao Ma, Gongshu Wang, Tian-Tian Liu et al. · 0 citations

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