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U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis
Journal article
Zuo, Qiankun, Li, Ruiheng, Shi, Binghua, Hong, Jin, Zhu, Yanfei, Chen, Xuhang, Wu, Yixian, Guo, Jia. U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis[J]. Frontiers in Computational Neuroscience, 2024, 18, 1387004.
Authors:
Zuo, Qiankun
;
Li, Ruiheng
;
Shi, Binghua
;
Hong, Jin
;
Zhu, Yanfei
; et al.
Favorite
|
TC[WOS]:
0
TC[Scopus]:
1
IF:
2.1
/
2.9
|
Submit date:2024/05/16
Brain Neurological Disease
Central Connectivity Perception
Hierarchical Topological Transformer
Multi-head Attention
Multi-level Temporal-correlated Attention
Time-series Restoration
Brain Functional Network Generation Using Distribution-Regularized Adversarial Graph Autoencoder with Transformer for Dementia Diagnosis
Journal article
Zuo, Qiankun, Hu, Junhua, Zhang, Yudong, Pan, Junren, Jing, Changhong, Chen, Xuhang, Meng, Xiaobo, Hong, Jin. Brain Functional Network Generation Using Distribution-Regularized Adversarial Graph Autoencoder with Transformer for Dementia Diagnosis[J]. CMES - Computer Modeling in Engineering and Sciences, 2023, 137(3), 2129-2147.
Authors:
Zuo, Qiankun
;
Hu, Junhua
;
Zhang, Yudong
;
Pan, Junren
;
Jing, Changhong
; et al.
Favorite
|
TC[WOS]:
1
TC[Scopus]:
4
IF:
2.2
/
1.8
|
Submit date:2024/02/23
Adversarial Graph Encoder
Dementia
Functional Brain Connectivity
Generative Transformer
Graph Convolutional Network
Label Distribution