Menghua Xia

According to our database, Menghua Xia authored at least 23 papers between 2019 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

An Open Multi-Center Whole-Body FDG PET/CT Foundation Model for Tumor Segmentation.

Xiaofeng Liu, Qianru Zhang, Thibault Marin, Menghua Xia, Chi Liu, Georges El Fakhri, Jinsong Ouyang

CoRR, May, 2026

LeqMod: Adaptable Lesion-Quantification-Consistent Modulation for Deep Learning Low-Count PET Image Denoising.

Menghua Xia, Huidong Xie, Qiong Liu, Bo Zhou, Hanzhong Wang, Biao Li, Axel Rominger, Quanzheng Li, Ramsey D. Badawi, Kuangyu Shi, Georges El Fakhri, Chi Liu

IEEE Trans. Medical Imaging, March, 2026

DECADE: A Temporally-Consistent Unsupervised Diffusion Model for Enhanced Rb-82 Dynamic Cardiac PET Image Denoising.

Yinchi Zhou, Liang Guo, Huidong Xie, Yuexi Du, Ashley Wang, Menghua Xia, Tian Yu, Ramesh Fazzone-Chettiar, Christopher A. Weyman, Bruce Spottiswoode, Vladimir Y. Panin, Kuangyu Shi, Edward J. Miller, Attila Feher, Albert J. Sinusas, Nicha C. Dvornek, Chi Liu

CoRR, March, 2026

Dose-aware diffusion model for 3D PET image denoising: Multi-institutional validation with reader study and real low-dose data.

Huidong Xie, Weijie Gan, Reimund Bayerlein, Bo Zhou, Mingkai Chen, Michal Kulon, Annemarie Boustani, Kuan-Yin Ko, Der-Shiun Wang, Benjamin A. Spencer, Wei Ji, Xiongchao Chen, Qiong Liu, Xueqi Guo, Menghua Xia, Yinchi Zhou, Hui Liu, Liang Guo, Hongyu An, Ulugbek S. Kamilov, Hanzhong Wang, Biao Li, Axel Rominger, Kuangyu Shi, Ge Wang, Ramsey D. Badawi, Chi Liu

Medical Image Anal., 2026

Anatomically and metabolically informed diffusion for unified denoising and segmentation in low-count PET imaging.

Menghua Xia, Kuan-Yin Ko, Der-Shiun Wang, Ming-Kai Chen, Qiong Liu, Huidong Xie, Liang Guo, Wei Ji, Jinsong Ouyang, Reimund Bayerlein, Benjamin A. Spencer, Quanzheng Li, Ramsey D. Badawi, Georges El Fakhri, Chi Liu

Medical Image Anal., 2026

Unsupervised Adaptation from FDG to PSMA PET/CT for 3D Lesion Detection Under Label Shift.

Xiaofeng Liu, Menghua Xia, Yanis Chemli, Georges El Fakhri, Chi Liu, Jinsong Ouyang

Proceedings of the 23rd IEEE International Symposium on Biomedical Imaging, 2026

2025

2.5D Multi-View Averaging Diffusion Model for 3D Medical Image Translation: Application to Low-Count PET Reconstruction With CT-Less Attenuation Correction.

Tianqi Chen, Jun Hou, Yinchi Zhou, Huidong Xie, Xiongchao Chen, Qiong Liu, Xueqi Guo, Menghua Xia, James S. Duncan, Chi Liu, Bo Zhou

IEEE Trans. Medical Imaging, November, 2025

POUR-Net: A Population-Prior-Aided Over-Under-Representation Network for Low-Count PET Attenuation Map Generation.

Bo Zhou, Jun Hou, Tianqi Chen, Yinchi Zhou, Xiongchao Chen, Huidong Xie, Qiong Liu, Xueqi Guo, Menghua Xia, Yu-Jung Tsai, Vladimir Y. Panin, Takuya Toyonaga, James S. Duncan, Chi Liu

IEEE Trans. Medical Imaging, April, 2025

Fed-NDIF: A Noise-Embedded Federated Diffusion Model For Low-Count Whole-Body PET Denoising.

Yinchi Zhou, Huidong Xie, Menghua Xia, Qiong Liu, Bo Zhou, Tianqi Chen, Jun Hou, Liang Guo, Xinyuan Zheng, Hanzhong Wang, Biao Li, Axel Rominger, Kuangyu Shi, Nicha C. Dvornek, Chi Liu

CoRR, March, 2025

Noise-aware dynamic image denoising and positron range correction for Rubidium-82 cardiac PET imaging via self-supervision.

Huidong Xie, Liang Guo, Alexandre Velo, Zhao Liu, Qiong Liu, Xueqi Guo, Bo Zhou, Xiongchao Chen, Yu-Jung Tsai, Tianshun Miao, Menghua Xia, Yi-Hwa Liu, Ian S. Armstrong, Ge Wang, Richard E. Carson, Albert J. Sinusas, Chi Liu

Medical Image Anal., 2025

A generalizable diffusion framework for 3D low-dose and few-view cardiac SPECT imaging.

Huidong Xie, Weijie Gan, Wei Ji, Xiongchao Chen, Alaa Alashi, Stephanie Thorn, Bo Zhou, Qiong Liu, Menghua Xia, Xueqi Guo, Yi-Hwa Liu, Hongyu An, Ulugbek S. Kamilov, Ge Wang, Albert J. Sinusas, Chi Liu

Medical Image Anal., 2025

2024

USFM: A universal ultrasound foundation model generalized to tasks and organs towards label efficient image analysis.

Jing Jiao, Jin Zhou, Xiaokang Li, Menghua Xia, Yi Huang, Lihong Huang, Na Wang, Xiaofan Zhang, Shichong Zhou, Yuanyuan Wang, Yi Guo

Medical Image Anal., 2024

2023

GMRLNet: A Graph-Based Manifold Regularization Learning Framework for Placental Insufficiency Diagnosis on Incomplete Multimodal Ultrasound Data.

Jing Jiao, Hongshuang Sun, Yi Huang, Menghua Xia, Mengyun Qiao, Yunyun Ren, Yuanyuan Wang, Yi Guo

IEEE Trans. Medical Imaging, November, 2023

HAL-IA: A Hybrid Active Learning framework using Interactive Annotation for medical image segmentation.

Xiaokang Li, Menghua Xia, Jing Jiao, Shichong Zhou, Cai Chang, Yuanyuan Wang, Yi Guo

Medical Image Anal., August, 2023

Cross-Domain Echocardiography Segmentation with Multi-Space Joint Adaptation.

Tongwaner Chen, Menghua Xia, Yi Huang, Jing Jiao, Yuanyuan Wang

Sensors, February, 2023

2022

AwCPM-Net: A Collaborative Constraint GAN for 3D Coronary Artery Reconstruction in Intravascular Ultrasound Sequences.

Menghua Xia, Hongbo Yang, Yi Huang, Yanan Qu, Yi Guo, Guohui Zhou, Feng Zhang, Yuanyuan Wang

IEEE J. Biomed. Health Informatics, 2022

Multilevel structure-preserved GAN for domain adaptation in intravascular ultrasound analysis.

Menghua Xia, Hongbo Yang, Yanan Qu, Yi Guo, Guohui Zhou, Feng Zhang, Yuanyuan Wang

Medical Image Anal., 2022

Observer-based event-impulse mixed triggered fault detection for nonlinear semi-Markov jump systems.

Menghua Xia, Tao Yu, Kaibo Shi, Shuping He

J. Frankl. Inst., 2022

2020

Vessel membrane segmentation and calcification location in intravascular ultrasound images using a region detector and an effective selection strategy.

Yi Huang, Wenjun Yan, Menghua Xia, Yi Guo, Guohui Zhou, Yuanyuan Wang

Comput. Methods Programs Biomed., 2020

Extracting Membrane Borders in IVUS Images Using a Multi-Scale Feature Aggregated U-Net.

Menghua Xia, Wenjun Yan, Yi Huang, Yi Guo, Guohui Zhou, Yuanyuan Wang

Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

2019

Edge-Guided Output Adaptor: Highly Efficient Adaptation Module for Cross-Vendor Medical Image Segmentation.

Wenjun Yan, Yuanyuan Wang, Menghua Xia, Qian Tao

IEEE Signal Process. Lett., 2019

Segmentation of Media and Lumen in Intravascular Ultrasound Image Using Guided Multiscale Normalized Cut.

Yi Huang, Wenjun Yan, Menghua Xia, Yi Guo, Guohui Zhou, Yuanyuan Wang

J. Medical Imaging Health Informatics, 2019

IVUS images segmentation using spatial fuzzy clustering and hierarchical level set evolution.

Menghua Xia, Wenjun Yan, Yi Huang, Yi Guo, Guohui Zhou, Yuanyuan Wang

Comput. Biol. Medicine, 2019