no code implementations • 1 Apr 2023 • Zhangxing Bian, Muhan Shao, Aaron Carass, Jerry L. Prince
Since a great amount of diffusion data are only acquired with a single phase-encoding direction, the application of existing approaches is limited.
no code implementations • 30 Mar 2023 • Anqi Feng, Yuan Xue, Yuli Wang, Chang Yan, Zhangxing Bian, Muhan Shao, Jiachen Zhuo, Rao P. Gullapalli, Aaron Carass, Jerry L. Prince
Data-driven thalamic nuclei parcellation depends on high-quality manual annotations.
no code implementations • 18 Feb 2023 • Zhangxing Bian, Muhan Shao, Jiachen Zhuo, Rao P. Gullapalli, Aaron Carass, Jerry L. Prince
Connectivity information derived from diffusion-weighted magnetic resonance images~(DW-MRIs) plays an important role in studying human subcortical gray matter structures.
no code implementations • 8 Feb 2023 • Jinglun Yu, Muhan Shao, Zhangxing Bian, Xiao Liang, Jiachen Zhuo, Maureen Stone, Jerry L. Prince
Accurate tongue motion estimation is essential for tongue function evaluation.
1 code implementation • 18 Jan 2023 • Zhangxing Bian, Fangxu Xing, Jinglun Yu, Muhan Shao, Yihao Liu, Aaron Carass, Jiachen Zhuo, Jonghye Woo, Jerry L. Prince
We show that the method outperforms existing approaches, and also exhibits improvements in speed, robustness to tag fading, and large tongue motion.
no code implementations • 15 Jan 2023 • Chang Yan, Muhan Shao, Zhangxing Bian, Anqi Feng, Yuan Xue, Jiachen Zhuo, Rao P. Gullapalli, Aaron Carass, Jerry L. Prince
After registration of these contrasts and isolation of the thalamus, we use the uniform manifold approximation and projection (UMAP) method for dimensionality reduction to produce a low-dimensional representation of the data within the thalamus.