200x Low-dose PET Reconstruction using Deep Learning. - Junshen Xu; Enhao Gong; John M. Pauly; Greg Zaharchuk (CoRR, 2017)

Fetal Pose Estimation in Volumetric MRI Using a 3D Convolution Neural Network. - Junshen Xu; Molin Zhang; Esra Abaci Turk; Larry Zhang; Patricia Ellen Grant; Kui Ying; Polina Golland; Elfar Adalsteinsson (MICCAI (4), 2019)

Semi-supervised Learning for Fetal Brain MRI Quality Assessment with ROI Consistency. - Junshen Xu; Sayeri Lala; Borjan A. Gagoski; Esra Abaci Turk; Patricia Ellen Grant; Polina Golland; Elfar Adalsteinsson (MICCAI (6), 2020)

3D Fetal Pose Estimation with Adaptive Variance and Conditional Generative Adversarial Network. - Junshen Xu; Molin Zhang; Esra Abaci Turk; Patricia Ellen Grant; Polina Golland; Elfar Adalsteinsson (ASMUS/PIPPI@MICCAI, 2020)

Enhanced Detection of Fetal Pose in 3D MRI by Deep Reinforcement Learning with Physical Structure Priors on Anatomy. - Molin Zhang; Junshen Xu; Esra Abaci Turk; Patricia Ellen Grant; Polina Golland; Elfar Adalsteinsson (MICCAI (6), 2020)

Ultra-low-dose 18F-FDG brain PET/MR denoising using deep learning and multi-contrast information. - Junshen Xu; Enhao Gong; Jiahong Ouyang; John M. Pauly; Greg Zaharchuk (Image Processing, 2020)

Deformed2Self: Self-supervised Denoising for Dynamic Medical Imaging. - Junshen Xu; Elfar Adalsteinsson (MICCAI (2), 2021)

Multi-scale Neural ODEs for 3D Medical Image Registration. - Junshen Xu; Eric Z. Chen; Xiao Chen 013; Terrence Chen; Shanhui Sun (MICCAI (4), 2021)

STRESS: Super-Resolution for Dynamic Fetal MRI Using Self-supervised Learning. - Junshen Xu; Esra Abaci Turk; Patricia Ellen Grant; Polina Golland; Elfar Adalsteinsson (MICCAI (7), 2021)

SVoRT: Iterative Transformer for Slice-to-Volume Registration in Fetal Brain MRI. - Junshen Xu; Daniel Moyer; Patricia Ellen Grant; Polina Golland; Juan Eugenio Iglesias; Elfar Adalsteinsson (MICCAI (6), 2022)

Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series. - Yingcheng Liu; Neerav Karani; S. Mazdak Abulnaga; Junshen Xu; Patricia Ellen Grant; Esra Abaci Turk; Polina Golland (PIPPI@MICCAI, 2023)

Zero-Shot Self-Supervised Joint Temporal Image and Sensitivity Map Reconstruction via Linear Latent Space. - Molin Zhang; Junshen Xu; Jonathan I. Tamir; Elfar Adalsteinsson (MIDL, 2023)

Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series. - Yingcheng Liu; Neerav Karani; Neel Dey; S. Mazdak Abulnaga; Junshen Xu; Patricia Ellen Grant; Esra Abaci Turk; Polina Golland (CoRR, 2023)

A Robust and Efficient Framework for Slice-to-Volume Reconstruction: Application to Fetal MRI - Junshen Xu (2023)

NeSVoR: Implicit Neural Representation for Slice-to-Volume Reconstruction in MRI. - Junshen Xu; Daniel Moyer; Borjan A. Gagoski; Juan Eugenio Iglesias; Patricia Ellen Grant; Polina Golland; Elfar Adalsteinsson (IEEE Trans. Medical Imaging, 2023)

REACT: Residual-Adaptive Contextual Tuning for Fast Model Adaptation in Threat Detection. - Jiayun Zhang; Junshen Xu; Bugra Can; Yi Fan (WWW, 2025)