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20232026
most citedThe shape of the brain's connections is predictive of cognitive performance: an explainable machine learning study

14 citations · 33 across the 21 of their papers we have counts for

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8 papers · 1 filter

cs.CV2025

A Novel Dual-Stream Framework for dMRI Tractography Streamline Classification with Joint dMRI and fMRI Data

Haotian Yan, Bocheng Guo, Jianzhong He +4

Streamline classification is essential to identify anatomically meaningful white matter tracts from diffusion MRI (dMRI) tractography. However, current streamline classification me…

cs.CV2025

MultiCo3D: Multi-Label Voxel Contrast for One-Shot Incremental Segmentation of 3D Neuroimages

Hao Xu, Tengfei Xue, Dongnan Liu +6

3D neuroimages provide a comprehensive view of brain structure and function, aiding in precise localization and functional connectivity analysis. Segmentation of white matter (WM)…

cs.CV2025

TractCloud-FOV: Deep Learning-based Robust Tractography Parcellation in Diffusion MRI with Incomplete Field of View

Yuqian Chen, Leo Zekelman, Yui Lo +7

Tractography parcellation classifies streamlines reconstructed from diffusion MRI into anatomically defined fiber tracts for clinical and research applications. However, clinical s…

cs.CV2025★ 1 cited

Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness

Hao Xu, Tengfei Xue, Jianan Fan +7

Medical image registration is a fundamental task in medical image analysis, aiming to establish spatial correspondences between paired images. However, existing unsupervised deform…

cs.CV2024

TractShapeNet: Efficient Multi-Shape Learning with 3D Tractography Point Clouds

Yui Lo, Yuqian Chen, Dongnan Liu +9

Brain imaging studies have demonstrated that diffusion MRI tractography geometric shape descriptors can inform the study of the brain's white matter pathways and their relationship…

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…