Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer

Jing Zhang; Yanjun Lyu; Xiaowei Yu; Lu Zhang; Chao Cao; Tong Chen; Minheng Chen; Yan Zhuang; Tianming Liu; Dajiang Zhu

doi:10.1109/ISBI60581.2025.10980922

Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer

Jing Zhang
, Yanjun Lyu
, Xiaowei Yu
, Lu Zhang
, Chao Cao
, Tong Chen
, Minheng Chen
, Yan Zhuang
, Tianming Liu
, Dajiang Zhu

University of Texas at Arlington
Indiana University
University of Georgia

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings
Publisher	IEEE Computer Society
ISBN (Electronic)	9798331520526
DOIs	https://doi.org/10.1109/ISBI60581.2025.10980922
State	Published - 2025
Externally published	Yes
Event	22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025 - Houston, United States Duration: Apr 14 2025 → Apr 17 2025

Publication series

Name	Proceedings - International Symposium on Biomedical Imaging
ISSN (Print)	1945-7928
ISSN (Electronic)	1945-8452

Conference

Conference	22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025
Country/Territory	United States
City	Houston
Period	4/14/25 → 4/17/25

ASJC Scopus Subject Areas

Biomedical Engineering
Radiology Nuclear Medicine and imaging

Keywords

contrastive learning
deep learning
Dynamic functional connectivity
spatial-temporal transformer

Access to Document

10.1109/ISBI60581.2025.10980922

Cite this

Zhang, J., Lyu, Y., Yu, X., Zhang, L., Cao, C., Chen, T., Chen, M., Zhuang, Y., Liu, T., & Zhu, D. (2025). Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer. In ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings (Proceedings - International Symposium on Biomedical Imaging). IEEE Computer Society. https://doi.org/10.1109/ISBI60581.2025.10980922

Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer. / Zhang, Jing; Lyu, Yanjun; Yu, Xiaowei et al.
ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings. IEEE Computer Society, 2025. (Proceedings - International Symposium on Biomedical Imaging).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zhang, J, Lyu, Y, Yu, X, Zhang, L, Cao, C, Chen, T, Chen, M, Zhuang, Y, Liu, T & Zhu, D 2025, Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer. in ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings. Proceedings - International Symposium on Biomedical Imaging, IEEE Computer Society, 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025, Houston, United States, 4/14/25. https://doi.org/10.1109/ISBI60581.2025.10980922

Zhang J, Lyu Y, Yu X, Zhang L, Cao C, Chen T et al. Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer. In ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings. IEEE Computer Society. 2025. (Proceedings - International Symposium on Biomedical Imaging). doi: 10.1109/ISBI60581.2025.10980922

@inproceedings{0532b45b22484b67af11402d779b3c29,

title = "Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer",

keywords = "contrastive learning, deep learning, Dynamic functional connectivity, spatial-temporal transformer",

author = "Jing Zhang and Yanjun Lyu and Xiaowei Yu and Lu Zhang and Chao Cao and Tong Chen and Minheng Chen and Yan Zhuang and Tianming Liu and Dajiang Zhu",

note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025 ; Conference date: 14-04-2025 Through 17-04-2025",

year = "2025",

doi = "10.1109/ISBI60581.2025.10980922",

language = "English",

series = "Proceedings - International Symposium on Biomedical Imaging",

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T1 - Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer

AU - Zhang, Jing

AU - Lyu, Yanjun

AU - Yu, Xiaowei

AU - Zhang, Lu

AU - Cao, Chao

AU - Chen, Tong

AU - Chen, Minheng

AU - Zhuang, Yan

AU - Liu, Tianming

AU - Zhu, Dajiang

PY - 2025

Y1 - 2025

KW - contrastive learning

KW - deep learning

KW - Dynamic functional connectivity

KW - spatial-temporal transformer

UR - https://www.scopus.com/pages/publications/105005829918

UR - https://www.scopus.com/pages/publications/105005829918#tab=citedBy

U2 - 10.1109/ISBI60581.2025.10980922

DO - 10.1109/ISBI60581.2025.10980922

M3 - Conference contribution

AN - SCOPUS:105005829918

T3 - Proceedings - International Symposium on Biomedical Imaging

BT - ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings

PB - IEEE Computer Society

T2 - 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025

Y2 - 14 April 2025 through 17 April 2025

ER -

Classiffication of Mild Cognitive Impairment Based on Dynamic Functional Connectivity using Spatio-Temporal Transformer

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this