activity
20162023
most citedTongue contour extraction from ultrasound images based on deep neural network

29 citations · 84 across the 9 of their papers we have counts for

collaborators

10 papers

eess.IV2023

Synthesizing audio from tongue motion during speech using tagged MRI via transformer

Xiaofeng Liu, Fangxu Xing, Jerry L. Prince +3

Investigating the relationship between internal tissue point motion of the tongue and oropharyngeal muscle deformation measured from tagged MRI and intelligible speech can aid in a…

eess.IV2023

New starting point registration method for tagged MRI tongue motion estimation

Jinglun Yu, Muhan Shao, Zhangxing Bian +4

Accurate tongue motion estimation is essential for tongue function evaluation. The harmonic phase processing (HARP) method and the phase vector incompressible registration algorith…

eess.IV2022

Structure-aware Unsupervised Tagged-to-Cine MRI Synthesis with Self Disentanglement

Xiaofeng Liu, Fangxu Xing, Jerry L. Prince +3

Cycle reconstruction regularized adversarial training -- e.g., CycleGAN, DiscoGAN, and DualGAN -- has been widely used for image style transfer with unpaired training data. Several…

cs.CV2021★ 2 cited

Generative Self-training for Cross-domain Unsupervised Tagged-to-Cine MRI Synthesis

Xiaofeng Liu, Fangxu Xing, Maureen Stone +5

Self-training based unsupervised domain adaptation (UDA) has shown great potential to address the problem of domain shift, when applying a trained deep learning model in a source d…

eess.IV2021★ 25 cited

Dual-cycle Constrained Bijective VAE-GAN For Tagged-to-Cine Magnetic Resonance Image Synthesis

Xiaofeng Liu, Fangxu Xing, Jerry L. Prince +4

Tagged magnetic resonance imaging (MRI) is a widely used imaging technique for measuring tissue deformation in moving organs. Due to tagged MRI's intrinsic low anatomical resolutio…

cs.CV2020

A Deep Joint Sparse Non-negative Matrix Factorization Framework for Identifying the Common and Subject-specific Functional Units of Tongue Motion During Speech

Jonghye Woo, Fangxu Xing, Jerry L. Prince +5

Intelligible speech is produced by creating varying internal local muscle groupings -- i.e., functional units -- that are generated in a systematic and coordinated manner. There ar…