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20222024
most citedFiber Tract Shape Measures Inform Prediction of Non-Imaging Phenotypes

5 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

q-bio.NC2024

Deep multimodal saliency parcellation of cerebellar pathways: linking microstructure and individual function through explainable multitask learning

Ari Tchetchenian, Leo Zekelman, Yuqian Chen +8

Parcellation of human cerebellar pathways is essential for advancing our understanding of the human brain. Existing diffusion MRI tractography parcellation methods have been succes…

cs.CV2024

White Matter Geometry-Guided Score-Based Diffusion Model for Tissue Microstructure Imputation in Tractography Imaging

Yui Lo, Yuqian Chen, Fan Zhang +6

Parcellation of white matter tractography provides anatomical features for disease prediction, anatomical tract segmentation, surgical brain mapping, and non-imaging phenotype clas…

q-bio.QM2024

A Deep Network for Explainable Prediction of Non-Imaging Phenotypes using Anatomical Multi-View Data

Yuxiang Wei, Yuqian Chen, Tengfei Xue +6

Large datasets often contain multiple distinct feature sets, or views, that offer complementary information that can be exploited by multi-view learning methods to improve results.…

cs.CV2023

TractCloud: Registration-free tractography parcellation with a novel local-global streamline point cloud representation

Tengfei Xue, Yuqian Chen, Chaoyi Zhang +6

Diffusion MRI tractography parcellation classifies streamlines into anatomical fiber tracts to enable quantification and visualization for clinical and scientific applications. Cur…

cs.CV20235 cited

Fiber Tract Shape Measures Inform Prediction of Non-Imaging Phenotypes

Wan Liu, Yuqian Chen, Chuyang Ye +5

Neuroimaging measures of the brain's white matter connections can enable the prediction of non-imaging phenotypes, such as demographic and cognitive measures. Existing works have i…

cs.CV2022

White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning

Yuqian Chen, Fan Zhang, Chaoyi Zhang +9

White matter tract microstructure has been shown to influence neuropsychological scores of cognitive performance. However, prediction of these scores from white matter tract data h…