AMIC Lab

Accurate whole-brain segmentation for bimodal PET/MR images via a cross-attention mechanism

2025Wenbo Li#, Zhenxing Huang#, Qiyang Zhang#, Na Zhang, Wenjie Zhao, Yaping Wu, Jianmin Yuan, Yang Yang, Yan Zhang, Yongfeng Yang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*

IEEE Transactions on Radiation and Plasma Medical Sciences 9(1):47-56, 2025.
A generative whole-brain segmentation model for positron emission tomography images

2025Wenbo Li#, Zhenxing Huang#, Hongyan Tang#, Yaping Wu, Yunlong Gao, Jing Qin, Jianmin Yuan, Yang Yang, Yan Zhang, Na Zhang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*

EJNMMI Physics 12(1):15, 2025.
Automatic Brain Segmentation for PET/MR Dual-modal Images through a Cross-Fusion Mechanism [Cover Page]

2025Hongyan Tang#, Zhenxing Huang#, Wenbo Li#, Yaping Wu, Jianmin Yuan, Yang Yang, Yan Zhang, Jing Qin, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*

IEEE Journal of Biomedical and Health Informatics 29(3):1982-1994, 2025.
Total-Body PET/CT: A Role of Artificial Intelligence?

2025Qiyang Zhang, Zhenxing Huang, Yuxi Jin, Wenbo Li, Hairong Zheng, Dong Liang, Zhanli Hu*

Seminars in Nuclear Medicine 55(1): 124-136, 2025.
Segmentation-based X-ray multiobjective quality assessment network

2025Qianyi Yang#, Demin Xu#, Zhenxing Huang, Wenbo Li, Guanxun Cheng, Tianye Niu, Hairong Zheng, Dong Liang, Fei Feng*, Zhanli Hu*

IEEE Transactions on Radiation and Plasma Medical Sciences 9(2): 202-214, 2025.
MacNet: A mobile attention classification network combining convolutional neural network and transformer for the differentiation of cervical cancer

2025 Yi An#, Yuanyuan Lei#, Zhenxing Huang, Yu Liu, Meiyong Huang, Zhou Liu, Wenbo Li, Dong Liang, Wenting Huang*, Zhanli Hu*

Quantitative Imaging in Medicine and Surgery 15(1): 55-73, 2025.
Accurate whole-brain image enhancement for low-dose integrated PET/MR imaging through spatial brain transformation [Cover Page]

2024 Zhenxing Huang#, Wenbo Li#, Yaping Wu#, Lin Yang, Yun Dong, Yongfeng Yang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*

IEEE Journal of Biomedical and Health Informatics 28(9): 5280-5289, 2024.
Learning CT-free attenuation-corrected total-body PET images through deep learning

2024 Wenbo Li#, Zhenxing Huang#, Zixiang Chen, Yongluo Jiang, Chao Zhou, Xu Zhang, Wei Fan,Yumo Zhao, Lulu Zhang, Liwen Wan, Yongfeng Yang, Hairong Zheng, Dong Liang, Zhanli Hu*

European Radiology 34: 5578-5587, 2024.
MMCA-NET: A multimodal cross attraction transformer network for nasopharyngeal carcinoma tumor segmentation based on a total-body PET/CT system

2024 Wenjie Zhao#, Zhenxing Huang#, Si Tang#, Wenbo Li, Yunlong Gao, Qianyi Yang, Yingying Hu, Wei Fan, Chuanli Cheng, Yongfeng Yang, Hairong Zheng, Dong Liang, Zhanli Hu*

IEEE Journal of Biomedical and Health Informatics 28(9): 5447-5458, 2024.
OIF-Net: An Optical Flow Registration based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising

2024 Minghan Fu#, Na Zhang#, Zhenxing Huang, Chao Zhou, Xu Zhang, Jianmin Yuan, Qiang He, Yongfeng Yang, Hairong Zheng, Dong Liang, Fang-Xiang Wu, Wei Fan, and Zhanli Hu*

IEEE Transaction on Medical Imgaging 43(4):1554-1567, 2024.
Bidirectional dynamic frame prediction network for total-body 68Ga-PSMA-11 and 68Ga-FAPI-04 images

2024 Qianyi Yang#, Wenbo Li#, Zhenxing Huang, Zixiang Chen, Wenjie Zhao, Yunlong Gao, Xinlan Yang, Yongfeng Yang, Hairong Zheng, Dong Liang, Jianjun Liu, Ruohua Chen*, Zhanli Hu*

EJNMMI Physics 11(1):92, 2024.
Few-Shot Segmentation Framework for Lung Nodules via an Optimized Active Contour Model

2024 Lin Yang#, Dan Shao#, Zhenxing Huang, Mengxiao Geng, Na Zhang, Long Chen, Xi Wang, Dong Liang, Zhi-Feng Pang*, Zhanli Hu*

Medical Physics 51(4):2788-2805, 2024.
Medical Multi-Modal Image Transformation with Modality Code Awareness

2024 Zhihua Li#, Yuxi Jin#, Qingneng Li#, Zhenxing Huang, Zixiang Chen, Chao Zhou, Na Zhang, Xu Zhang, Wei Fan, Jianmin Yuan, Qiang He, Weiguang Zhang, Dong Liang*, Zhanli Hu*
IEEE Transactions on Radiation and Plasma Medical Sciences 8(5):511-520, 2024.
An interactive nuclei segmentation framework with Voronoi diagrams and weighted convex difference for cervical cancer pathology images

2024 Lin Yang#, Yuanyuan Lei#, Zhenxing Huang, Mengxiao Geng, Zhou Liu, Baijie Wang, Dehong Luo, Wenting Huang, Dong Liang, Zhifeng Pang*, Zhanli Hu*
Physics in Medicine and Biology 69(2):025021, 2024.
Deep Learning for Intracranial Aneurysm Segmentation Using CT Angiography

2024 Huizhong Zheng#, Xinfeng Liu#, Zhenxing Huang, Yan Ren, Bin Fu, Tianliang Shi, Lu Liu, Qiping Guo, Chong Tian, Dong Liang, Rongpin Wang*, Jie Chen*, Zhanli Hu*
Physics in Medicine and Biology 69: 155024, 2024.
Multimodal radiomics-based methods using deep learning for prediction of brain metastasis in non-small cell lung cancer with 18F-FDG PET/CT images

2024 Yuan Zhu#, Shan Cong#, Qiyang Zhang#, Zhenxing Huang, Xiaohui Yao, You Cheng, Dong Liang, Zhanli Hu*, Dan Shao*
Biomedical Physics & Engineering Express 10: 065011, 2024.
Accurate brain pharmacokinetic parametric imaging using the blood input function extracted from the cavernous sinus

2024 Yafen Kang#, Zixiang Chen#, Zhuoyue Song, Yaping Wu, Zhenxing Huang, Yuxi Jin, Meiyun Wang, Zhanli Hu*, Yang Yu*
American Journal of Nuclear Medicine and Molecular Imaging 14(4): 272-281, 2024.
Fusion of shallow and deep features from 18F-FDG PET/CT for predicting EGFR-sensitizing mutations in non-small cell lung cancer

2024 Xiaohui Yao#, Yuan Zhu#, Zhenxing Huang#, Yue Wang, Shan Cong, Liwen Wan, Ruodai Wu, Long Chen*, Zhanli Hu*
Quantitative Imaging in Medicine and Surgery 14(8):2223-4306, 2024.
Building a Kinetic Induced Voxel-Clustering Filter (KVCF) for Low-Dose Perfusion CT Imaging

2024 Zixiang Chen, Yuxi Jin, Zhenxing Huang, Na Zhang, Kaiyi Liang, Guotao Quan, Dong Liang, Hairong Zheng, Zhanli Hu*
IEEE Transactions on Radiation and Plasma Medical Sciences 8(7): 762-773, 2024.
Quantitative pharmacokinetic parameter Ktrans map assists in regional segmentation of nasopharyngeal carcinoma in dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI)

2024 Junhui Huang#, Shangpo Yang#, Liyan Zou, Yingying Chen, Long Yang, Bingyu Yao, Zhenxing Huang, Yihong Zhong, Zhou Liu*, Na Zhang*
Biomedical Signal Processing and Control 87: 105433, 2024.
Short-axis PET image quality improvement based on a uEXPLORER total-body PET system through deep learning

2023 Zhenxing Huang#, Wenbo Li#, Yaping Wu#, Nannan Guo, Lin Yang, Na Zhang, Zhifeng Pang, Yongfeng Yang, Yun Zhou, Yue Shang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*
European Journal of Nuclear Medicine and Molecular Imaging 51: 27-39, 2023.
MLNAN: Multi-level Noise-aware Network for Low-dose CT Imaging Implemented with Constrained Cycle Wasserstein Generative Adversarial Networks

2023 Zhenxing Huang#, Wenbo Li#, Yunling Wang, Zhou Liu, Qiyang Zhang, Yuxi Jin, Ruodai Wu, Guotao Quan, Dong Liang, Zhanli Hu, Na Zhang*
Artificial Intelligence In Medicine 143: 102609, 2023.
Automatic brain structure segmentation for 18F-fluorodeoxyglucose positron emission tomography/magnetic resonance images via deep learning

2023 Zhenxing Huang#, Han Liu#, Yaping Wu#, Wenbo Li, Jun Liu, Ruodai Wu, Jianmin Yuan, Qiang He, Zhe Wang, Ke Zhang, Dong Liang, Zhanli Hu, Meiyun Wang*, Na Zhang*
Quantitative Imaging in Medicine and Surgery 13(7): 4447-4462, 2023
Adaptive 3D noise level-guided restoration network for low-dose positron emission tomography imaging [Cover Page]

2023 Wenbo Li#, Zhenxing Huang#, Chao Zhou, Xu Zhang, Wei Fan, Dong Liang, Zhanli Hu*
Interdisciplinary Medicine 1:e20230012, 2023.
Adaptive weighted curvature-based active contour for ultrasonic and 3T/5T MR image segmentation

2023 Zhi-Feng Pang, Meng-Xiao Geng, Lan Zhang, Yanru Zhou, Tieyong Zeng, Liyun Zheng, Na Zhang, Dong Liang, Hairong Zheng, Yongming Dai, Zhenxing Huang*, Zhanli Hu*
Signal Processing 205: 108881, 2023.
Deep learning-based dynamic PET parametric Ki image generation from lung static PET

2023 Haiyan Wang#, Yaping Wu#, Zhenxing Huang, Zhicheng Li, Na Zhang, Fangfang Fu, Nan Meng, Haining Wang, Yun Zhou, Yongfeng Yang, Xin Liu, Dong Liang, Hairong Zheng, Greta S. P. Mok, Meiyun Wang*, Zhanli Hu*
European Radiology 33: 2676–2685, 2023.
Low-dose dynamic cerebral perfusion CT reconstruction based on voxel-level TAC correction (VTC)

2023 Zixiang Chen, Na Zhang, Qiyang Zhang, Kaiyi Liang, Zhenxing Huang, Guotao Quan, Xiang Li, Dong Liang, Zhanli Hu*
Biomedical Signal Processing and Control 86: 105225, 2023.
Parametric image generation with the uEXPLORER total-body PET/CT system through deep learning

2022 Zhenxing Huang#, Yaping Wu#, Fangfang Fu, Nan Meng, Fengyun Gu, Qi Wu, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*
European Journal of Nuclear Medicine and Molecular Imaging 49: 2482-2492, 2022.
Segmentation-guided Denoising Network for Low-dose CT Imaging

2022 Zhenxing Huang#, Zhou Liu#, Pin He, Ya Ren, Shuluan Li, Yuanyuan Lei, Dehong Luo, Dong Liang, Dan Shao, Zhanli Hu, Na Zhang*
Computer Methods and Programs in Biomedicine 227: 107199, 2022.
Deep cascade residual networks (DCRNs): optimizing an encoder-decoder convolutional neural network for low-dose CT imaging

2022 Zhenxing Huang, Zixiang Chen, Guotao Quan, Yanfeng Du, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*
IEEE Transactions on Radiation and Plasma Medical Sciences 6(8): 829-840, 2022.
Learning a deep cnn denoising approach using anatomical prior information implemented with attention mechanism for low-dose CT imaging on clinical patient data from multiple anatomical sites [Cover Page]

2021 Zhenxing Huang#, Xinfeng Liu#, Rongpin Wang, Zixiang Chen, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*
IEEE Journal of Biomedical and Health Informatics 25(9):3416-3427, 2021.
Considering anatomical prior information for low-dose CT image enhancement using attribute-agumented Wasserstein generative adversarial networks

2021 Zhenxing Huang#, Xinfeng Liu#, Rongpin Wang, Jincai Chen*, Ping Lu, Qiyang Zhang, Changhui Jiang, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*
Neurocomputing 428: 104-115, 2021.
FaNet: Fast Assessment Network for the Novel Coronavirus (COVID-19) Pneumonia Based on 3D CT Imaging and Clinical Symptoms

2021 Zhenxing Huang#, Xinfeng Liu#, Rongpin Wang*, Mudan Zhang, Xianchun Zeng, Jun Liu, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang*, Zhanli Hu*
Applied Intelligence 51(5): 2838-2849, 2021.
DaNet: dose-aware network embedded with dose-level estimation for low-dose CT imaging

2021 Zhenxing Huang, Zixiang Chen, Jincai Chen, Ping Lu, Guotao Quan, Yanfeng Du, Chenwei Li, Zheng Gu, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*
Physics in Medicine and Biology 66(1): 015005, 2021.
Technical Note: A preliminary study of dual‐tracer PET image reconstruction guided by FDG and/or MR kernels

2021 Haiyan Wang, Zhenxing Huang, Qiyang Zhang, Dongfang Gao, Zhanglei OuYang, Dong Liang, Xin Liu, Yongfeng Yang, Hairong Zheng, Zhanli Hu*
Medical Physics 48(9): 5259-5271, 2021.
Temporal feature prior-aided separated reconstruction method for low-dose dynamic myocardial perfusion computed tomography

2021 Zixiang Chen, Dong Zeng, Zhenxing Huang, Jianhua Ma, Zheng Gu, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*
Physics in Medicine & Biology 66(4): 045012, 2021.

15 126

Accurate whole-brain segmentation for bimodal PET/MR images via a cross-attention mechanism

A generative whole-brain segmentation model for positron emission tomography images

Automatic Brain Segmentation for PET/MR Dual-modal Images through a Cross-Fusion Mechanism [Cover Page]

Total-Body PET/CT: A Role of Artificial Intelligence?

Segmentation-based X-ray multiobjective quality assessment network

MacNet: A mobile attention classification network combining convolutional neural network and transformer for the differentiation of cervical cancer

Accurate whole-brain image enhancement for low-dose integrated PET/MR imaging through spatial brain transformation [Cover Page]

Learning CT-free attenuation-corrected total-body PET images through deep learning

MMCA-NET: A multimodal cross attraction transformer network for nasopharyngeal carcinoma tumor segmentation based on a total-body PET/CT system

OIF-Net: An Optical Flow Registration based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising

Bidirectional dynamic frame prediction network for total-body 68Ga-PSMA-11 and 68Ga-FAPI-04 images

Few-Shot Segmentation Framework for Lung Nodules via an Optimized Active Contour Model

Medical Multi-Modal Image Transformation with Modality Code Awareness

An interactive nuclei segmentation framework with Voronoi diagrams and weighted convex difference for cervical cancer pathology images

Deep Learning for Intracranial Aneurysm Segmentation Using CT Angiography

Multimodal radiomics-based methods using deep learning for prediction of brain metastasis in non-small cell lung cancer with 18F-FDG PET/CT images

Accurate brain pharmacokinetic parametric imaging using the blood input function extracted from the cavernous sinus

Fusion of shallow and deep features from 18F-FDG PET/CT for predicting EGFR-sensitizing mutations in non-small cell lung cancer

Building a Kinetic Induced Voxel-Clustering Filter (KVCF) for Low-Dose Perfusion CT Imaging

Quantitative pharmacokinetic parameter Ktrans map assists in regional segmentation of nasopharyngeal carcinoma in dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI)

Short-axis PET image quality improvement based on a uEXPLORER total-body PET system through deep learning

MLNAN: Multi-level Noise-aware Network for Low-dose CT Imaging Implemented with Constrained Cycle Wasserstein Generative Adversarial Networks

Automatic brain structure segmentation for 18F-fluorodeoxyglucose positron emission tomography/magnetic resonance images via deep learning

Adaptive 3D noise level-guided restoration network for low-dose positron emission tomography imaging [Cover Page]

Adaptive weighted curvature-based active contour for ultrasonic and 3T/5T MR image segmentation

Deep learning-based dynamic PET parametric Ki image generation from lung static PET

Low-dose dynamic cerebral perfusion CT reconstruction based on voxel-level TAC correction (VTC)

Parametric image generation with the uEXPLORER total-body PET/CT system through deep learning

Segmentation-guided Denoising Network for Low-dose CT Imaging

Deep cascade residual networks (DCRNs): optimizing an encoder-decoder convolutional neural network for low-dose CT imaging

Learning a deep cnn denoising approach using anatomical prior information implemented with attention mechanism for low-dose CT imaging on clinical patient data from multiple anatomical sites [Cover Page]

Considering anatomical prior information for low-dose CT image enhancement using attribute-agumented Wasserstein generative adversarial networks

FaNet: Fast Assessment Network for the Novel Coronavirus (COVID-19) Pneumonia Based on 3D CT Imaging and Clinical Symptoms

DaNet: dose-aware network embedded with dose-level estimation for low-dose CT imaging

Technical Note: A preliminary study of dual‐tracer PET image reconstruction guided by FDG and/or MR kernels

Temporal feature prior-aided separated reconstruction method for low-dose dynamic myocardial perfusion computed tomography

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