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M

Menghua Xia

yale university

10H-index
38Paper Count
312Citation Count
Published Papers 22
Publication Date
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On Hallucinations in Artificial Intelligence-Generated Content for Nuclear Medicine Imaging (the DREAM Report)
errJournal of Nuclear Medicine
IF9.1
err2026-02-01
err1
PREAI
errXia, Menghua; Bayerlein, Reimund; Chemli, Yanis; Liu, Xiaofeng; Ouyang, Jinsong; Lin, Mingde; El Fakhri, Georges; Badawi, Ramsey D.; Li, Quanzheng; Liu, Chi
errShare
errSave
An Investigation on Cross-Tracer Generalizability of Deep Learning-Based PET Attenuation Correction
errIEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES
IF3.5
err2025-11-01
err0
PREAI
errHou, Jun; Chen, Tianqi; Zhou, Yinchi; Chen, Xiongchao; Xie, Huidong; Liu, Qiong; Xia, Menghua; Panin, Vladimir Y.; Toyonaga, Takuya; Liu, Chi; Zhou, Bo
errShare
errSave
2.5D Multi-View Averaging Diffusion Model for 3D Medical Image Translation: Application to Low-Count PET Reconstruction With CT-Less Attenuation Correction
errIEEE TRANSACTIONS ON MEDICAL IMAGING
IF9.8
err2025-11-01
err1
PREAI
errChen, Tianqi; Hou, Jun; Zhou, Yinchi; Xie, Huidong; Chen, Xiongchao; Liu, Qiong; Guo, Xueqi; Xia, Menghua; Duncan, James S.; Liu, Chi; Zhou, Bo
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errSave
LeqMod: Adaptable Lesion-Quantification-Consistent Modulation for Deep Learning Low-Count PET Image Denoising
errIEEE Transactions on Medical Imaging
IF9.8
err2025-10-06
err0
PREAI
errMenghua 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
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errSave
Anatomically and metabolically informed diffusion for unified denoising and segmentation in low-count PET imaging
errMedical Image Analysis
IF11.8
err2025-10-06
err0
PREAI
errMenghua 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
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errSave
A generalizable diffusion framework for 3D low-dose and few-view cardiac SPECT imaging
errMedical Image Analysis
IF11.8
err2025-07-30
err0
PREAI
errHuidong Xie; Weijie Gan; Wei Ji; Xiongchao Chen; Alaa Alashi; Stephanie L. Thorn; Bo Zhou; Qiong Liu; Menghua Xia; Xueqi Guo; Yi-Hwa Liu; Hongyu An; Ulugbek S. Kamilov; Ge Wang; Albert J. Sinusas; Chi Liu
errShare
errSave
Effect of root exudation on community structure of rhizosphere microorganism of three macrophytes during treating swine wastewater
errJOURNAL OF ENVIRONMENTAL MANAGEMENT
IF8.4
err2025-03-01
err0
PREAI
errXia, Menghua; Li, Xi; Zhang, Miaomiao; Li, Yuyuan; Wu, Jinshui
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errSave
Freshwater snails ( Bellamya aeruginosa) bioturbation to enhance nitrogen removal and associated mechanism in constructed wetlands
errBIORESOURCE TECHNOLOGY
IF9
err2025-02-01
err0
PREAI
errLi, Xi; Xie, Chen; Xu, Yinghua; Xia, Menghua; Zhang, Miaomiao; Li, Yuyuan; Wu, Jinshui
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errSave
Noise-aware dynamic image denoising and positron range correction for Rubidium-82 cardiac PET imaging via self-supervision
errMEDICAL IMAGE ANALYSIS
IF11.8
err2025-02-01
err0
PREAI
errXie, Huidong; Guo, Liang; Velo, Alexandre; Liu, Zhao; Liu, Qiong; Guo, Xueqi; Zhou, Bo; Chen, Xiongchao; Tsai, Yu-Jung; Miao, Tianshun; Xia, Menghua; Liu, Yi-Hwa; Armstrong, Ian S.; Wang, Ge; Carson, Richard E.; Sinusas, Albert J.; Liu, Chi
errShare
errSave
USFM: A universal ultrasound foundation model generalized to tasks and organs towards label efficient image analysis
errMEDICAL IMAGE ANALYSIS
IF11.8
err2024-08-01
err1
errOAAI
errJiao, Jing; Zhou, Jin; Li, Xiaokang; Xia, Menghua; Huang, Yi; Huang, Lihong; Wang, Na; Zhang, Xiaofan; Zhou, Shichong; Wang, Yuanyuan; Guo, Yi
errShare
errSave
Response of bacterial and micro-eukaryotic communities to spatio-temporal fluctuations of wastewater in full scale constructed wetlands
errBIORESOURCE TECHNOLOGY
IF9
err2024-05-01
err2
PREAI
errLi, Xi; Xia, Menghua; Liu, Lemian; Li, Yuyuan; Wu, Jinshui
errShare
errSave
GMRLNet: A Graph-Based Manifold Regularization Learning Framework for Placental Insufficiency Diagnosis on Incomplete Multimodal Ultrasound Data
errIEEE TRANSACTIONS ON MEDICAL IMAGING
IF9.8
err2023-11-01
err1
PREAI
errJiao, Jing; Sun, Hongshuang; Huang, Yi; Xia, Menghua; Qiao, Mengyun; Ren, Yunyun; Wang, Yuanyuan; Guo, Yi
errShare
errSave
HAL-IA: A Hybrid Active Learning framework using Interactive Annotation for medical
errMEDICAL IMAGE ANALYSIS
IF11.8
err2023-08-01
err8
PREAI
errLi, Xiaokang; Xia, Menghua; Jiao, Jing; Zhou, Shichong; Chang, Cai; Wang, Yuanyuan; Guo, Yi
errShare
errSave
3D pyramidal densely connected network with cross-frame uncertainty guidance for intravascular ultrasound sequence segmentation
errPHYSICS IN MEDICINE AND BIOLOGY
IF3.4
err2023-02-20
err4
PREAI
errXia, Menghua; Yang, Hongbo; Huang, Yi; Qu, Yanan; Zhou, Guohui; Zhang, Feng; Wang, Yuanyuan; Guo, Yi
errShare
errSave
Cross-Domain Echocardiography Segmentation with Multi-Space Joint Adaptation
errSENSORS
IF3.5
err2023-01-28
err3
errOAAI
errChen, Tongwaner; Xia, Menghua; Huang, Yi; Jiao, Jing; Wang, Yuanyuan
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errSave
Multilevel structure-preserved GAN for domain adaptation in intravascular ultrasound analysis
errMEDICAL IMAGE ANALYSIS
IF11.8
err2022-11-01
err14
PREAI
errXia, Menghua; Yang, Hongbo; Qu, Yanan; Guo, Yi; Zhou, Guohui; Zhang, Feng; Wang, Yuanyuan
errShare
errSave
AwCPM-Net: A Collaborative Constraint GAN for 3D Coronary Artery Reconstruction in Intravascular Ultrasound Sequences
errIEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
IF6.8
err2022-07-01
err2
PREAI
errXia, Menghua; Yang, Hongbo; Huang, Yi; Qu, Yanan; Guo, Yi; Zhou, Guohui; Zhang, Feng; Wang, Yuanyuan
errShare
errSave
Extraction of media adventitia and luminal intima borders by reconstructing intravascular ultrasound image sequences with vascular structural continuity
errMEDICAL PHYSICS
IF3.2
err2021-07-11
err2
PREAI
errHuang, Yi; Xia, Menghua; Guo, Yi; Zhou, Guohui; Wang, Yuanyuan
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errSave
Vessel membrane segmentation and calcification location in intravascular ultrasound images using a region detector and an effective selection strategy
errCOMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
IF4.8
err2020-06-01
err7
PREAI
errHuang, Yi; Yan, Wenjun; Xia, Menghua; Guo, Yi; Zhou, Guohui; Wang, Yuanyuan
errShare
errSave
Edge-Guided Output Adaptor: Highly Efficient Adaptation Module for Cross-Vendor Medical Image Segmentation
errieee signal processing magazine
IF3.9
err2019-11-01
err31
PREAI
errYan, Wenjun; Wang, Yuanyuan; Xia, Menghua; Tao, Qian
errShare
errSave

Research Directions

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Co-authors
Cooperation Journals
R
Richard E. Carson
H-index: 104 · Papers: 916
张峰 cover
张峰 (Feng Zhang)
H-index: 91 · Papers: 1.1K
王
王高峰 (Ge Wang)
H-index: 86 · Papers: 1.6K
J
Jinshui Wu
H-index: 73 · Papers: 787
J
James S. Duncan
H-index: 64 · Papers: 562
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