Guotai Wang*, Jia Fu, Jianghao Wu, Xiangde Luo, Yubo Zhou, Xinglong Liu, Kang Li , Jingsheng Lin, Baiyong Shen, Shaoting Zhang*
Volume Fusion-Based Self-Supervised Pretraining for 3D Medical Image Segmentation
IEEE Transactions on Image Processing , 34 (2025): 6041 - 6052. (2025 IF 13.7) link
Pinzhen Chen, Ping Ye, Taotao Yang, ..., Jing Li*, Guotai Wang*, Wei Chen*
Deep learning-based assessment of paraspinal muscle degeneration and its relationships to muscle function and disability outcomes in chronic low back pain: a prospective study
European Radiology, Dec (2025). link
Xiangde Luo, Hongqiu Wang, Jinfeng Xu, Lu Li, Yue Zhao, Yuan He, Hui Huang, Jianghong Xiao, Tao Song, Shichuan Zhang, Shaoting Zhang, Guotai Wang, Wenjun Liao*
Generalizable Magnetic Resonance Imaging-based Nasopharyngeal Carcinoma Delineation: Bridging Gaps Across Multiple Centers and Raters With Active Learning
International Journal of Radiation Oncology Biology Physics, 121, no. 5 (2025): 1384-1393. (2025 IF 6.5) link
Baosheng Zou, Ying Han, Zongguang Zhou, Kang Li*, Guotai Wang*
UTMT : Semi-supervised segmentation of surgical endoscopic images based on Uncertainty guided Twin Mean Teacher
Biomedical Signal Processing and Control, 112, Feb (2026): 108735. link
He Li, Xiangde Luo, Jia Fu, Ran Gu, Wenjun Liao, Shichuan Zhang, Kang Li, Guotai Wang*, Shaoting Zhang*
PL-Seg: Partially labeled abdominal organ segmentation via classwise orthogonal contrastive learning and progressive self-distillation
Medical Image Analysis, 108, Feb (2026): 103885. (2025 IF 11.8) link
Jianghao Wu, Xinya Liu, Shaoting Zhang*, Guotai Wang*
SicTTA: Single Image Continual Test Time Adaptation for Medical Image Segmentation
Medical Image Analysis, 108, Feb (2026): 103859. (2025 IF 11.8) link
Lanfeng Zhong, Kun Qian*, Xin Liao, Zongyao Huang, Yang Liu, Shaoting Zhang, Guotai Wang*
UniSAL: Unified Semi-supervised Active Learning for histopathological image classification
Medical Image Analysis, 102, May (2025): 103542. (2025 IF 11.8) link
Xiangde Luo, Jia Fu, ..., Guotai Wang*, Shaoting Zhang*
SegRap2023: A benchmark of organs-at-risk and gross tumor volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma
Medical Image Analysis, 101, April (2025): 103447. (2025 IF 11.8) link
Lanfeng Zhong, Zongyao Huang, Yang Liu, Wenjun Liao, Shichuan Zhang, Guotai Wang*
VLM-CPL: Consensus Pseudo Labels from Vision-Language Models for Annotation-Free Pathological Image Classification
IEEE Transactions on Medical Imaging, 44, no. 10 (2025):4023 - 4036 . (2025 IF 9.8) link
Weiren Zhao, Lanfeng Zhong, Xin Liao, Wenjun Liao, Sichuan Zhang, Shaoting Zhang, Guotai Wang*
MetaSSL: A General Heterogeneous Loss for Semi-Supervised Medical Image Segmentation
IEEE Transactions on Medical Imaging, Eearly Access. (2025 IF 9.8) link
Guoning Zhang, Xiaoran Qi, Jianghao Wu, Bo Yan, Guotai Wang
IPLC+: SAM-Guided Iterative Pseudo Label Correction for Source-Free Domain Adaptation in Medical Image Segmentation
IEEE Journal of Biomedical and Health Informatics (JBHI), 29, no. 12 (2025): 9060 - 9072. (2024 IF 6.8) link
Yubo Zhou, Jianghao Wu, Jia Fu, Qiang Yue, Wenjun Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
Vox-MMSD: Voxel-wise Multi-scale and Multi-modal Self-Distillation for Self-supervised Brain Tumor Segmentation
IEEE Journal of Biomedical and Health Informatics (JBHI), Eearly acess, 2025. (2024 IF 6.8) link
Xinya Liu, Jianghao Wu, Tao Lu*, Shaoting Zhang, Guotai Wang*
SRPL-SFDA: Sam-Guided Reliable Pseudo-Labels For Source-Free Domain Adaptation in medical image segmentation
Neurocomputing, 649, Oct (2025): 130749. (2024 IF 6.5) link
Jie Wei, Guotai Wang*, Shaoting Zhang
Fine-grained medical image out-of-distribution detection through multi-view feature uncertainty and adversarial sample generation
Pattern Recognition, 162, June (2025): 111401. (2024 IF 7.6) link
Jia Fu, Guotai Wang*, Tao Lu, Qiang Yue, Tom Vercauteren, Sébastien Ourselin, Shaoting Zhang*
UM-CAM: Uncertainty-weighted multi-resolution class activation maps for weakly-supervised segmentation
Pattern Recognition, 160, April (2025): 111204. (2024 IF 7.6) link
Lanfeng Zhong, Xiangde Luo, Xin Liao, Shaoting Zhang, Guotai Wang*
Semi-supervised pathological image segmentation via cross distillation of multiple attentions and Seg-CAM consistency
Pattern Recognition, 152, Aug (2024): 110492. (2024 IF 7.6) link
Xiangde Luo, Wenjun Liao, ..., Shichuan Zhang, Jia Fu Guotai Wang, Shaoting Zhang
A multicenter dataset for lymph node clinical target volume delineation of nasopharyngeal carcinoma
Scientific Data, 11, (2024): 1085. link
Litingyu Wang, Yijie Qu, Xiangade Luo, Wenjun Liao, Shichuan Zhang, Guotai Wang*
Weakly Supervised Lymph Nodes Segmentation Based on Partial Instance Annotations with Pre-trained Dual-branch Network and Pseudo Label Learning
Journal of Machine Learning for Biomedical Imaging, 2, (2024): 1030-1047. link
Meng Han, Xiangde Luo, Xiangjiang Xie, Wenjun Liao, Shichuan Zhang, Tao Song, Guotai Wang*, Shaoting Zhang*
DMSPS: Dynamically mixed soft pseudo-label supervision for scribble-supervised medical image segmentation
Medical Image Analysis, 97, Oct (2024): 103274. (2024 IF 11.8) link
Yijie Qu, Tao Lu, Shaoting Zhang, Guotai Wang*
ScribSD+: Scribble-supervised medical image segmentation based on simultaneous multi-scale knowledge distillation and class-wise contrastive regularization
Computerized Medical Imaging and Graphics, 116, Sep (2024): 102416. link
Jiangshan Lu, Ran Gu, Wenjun Liao, Shichuan Zhang, Huijun Yu, Shaoting Zhang, Guotai Wang*
Domain composition and attention network trained with synthesized unlabeled images for generalizable medical image segmentation
Neurocomputing, 599, no. 9 (2024): 128115. (2023 IF 5.5) link
Jianghao Wu, Dong Guo, Guotai Wang*, Qiang Yue, Huijun Yu, Kang Li, Shaoting Zhang*
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation
IEEE Transactions on Medical Imaging, 43, no. 9 (2024): 3098 - 3109. (2024 IF 9.8) link
Wenhui Lei, Qi Su, Tianyu Jiang, Ran Gu, Na Wang, Xinglong Liu, Guotai Wang, Xiaofan Zhang, Shaoting Zhang
One-shot Weakly-Supervised Segmentation in 3D Medical Images
IEEE Transactions on Medical Imaging, 43, no. 1 (2024): 175-189. (2024 IF 9.8) link
Ran Gu, Guotai Wang*, Jiangshan Lu, Jingyang Zhang, Wenhui Lei, Yinan Chen, Wenjun Liao, Shichuan Zhang, Kang Li, Dimitris Metaxas, Shaoting Zhang*
CDDSA: Contrastive domain disentanglement and style augmentation for generalizable medical image segmentation
Medical Image Analysis , 89 October (2023): 102904. (2023 IF 10.9) link
Guotai Wang, Shaoting Zhang, Xiaolei Huang, Tom Vercauteren, Dimitris Metaxas
Editorial for Special Issue on Explainable and Generalizable Deep Learning Methods for Medical Image Computing
Medical Image Analysis, 84 February (2023): 102727. (2023 IF 10.9) link
Xiaowei Xu, Yinan Chen, Jianghao Wu, Jiangshan Lu, Yuxiang Ye, Yechong Huang, Xin Dou, Kang Li, Guotai Wang, Shaoting Zhang, Wei Gong
A novel one-to-multiple unsupervised domain adaptation framework for abdominal organ segmentation
Medical Image Analysis, 88 August (2023): 102873. (2023 IF 10.9) link
Jianghao Wu, Guotai Wang*, Ran Gu, Tao Lu, Yinan Chen, Wentao Zhu, Tom Vercauteren, Sebastien Ourselin, Shaoting Zhang*
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation
IEEE Transactions on Medical Imaging, 42, no.12 (2023): 3932-3943. (2023 IF 10.6) link
Lanfeng Zhong, Guotai Wang*, Xin Liao, Shaoting Zhang
HAMIL: High-resolution Activation Maps and Interleaved Learning for Weakly Supervised Segmentation of Histopathological Images
IEEE Transactions on Medical Imaging, 42, no.10 (2023): 2912-2923. (2023 IF 10.6) link
Ran Gu, Jingyang Zhang, Guotai Wang*, Wenhui Lei, Tao Song, Xiaofan Zhang, Kang Li, Shaoting Zhang*
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures
IEEE Transactions on Medical Imaging, 42, no.1 (2023): 245-256. (2023 IF 10.6) link, arxiv
Shuwei Zhai, Guotai Wang*, Xiangde Luo, Qiang Yue, Kang Li, Shaoting Zhang
PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation
IEEE Transactions on Medical Imaging, 42, no. 8 (2023): 2235-2246. (2023 IF 10.6) link, arxiv
Qianfei Zhao, Lanfeng Zhong, Jianghong Xiao, Jingbo Zhang, Yinan Chen, Wenjun Liao, Shaoting Zhang, Guotai Wang*
Efficient Multi-Organ Segmentation from 3D Abdominal CT Images with Lightweight Network and Knowledge Distillation
IEEE Transactions on Medical Imaging, 42, no. 9 (2023): 2513-2523. (2023 IF 10.6) link
Jingyang Zhang, Ran Gu, Peng Xue, Mianxin Liu, Hao Zheng, Yefeng Zheng, Lei Ma*, Guotai Wang*, Lixu Gu
S3R: Shape and Semantics-based Selective Regularization for Explainable Continual Segmentation across Multiple Sites
IEEE Transactions on Medical Imaging, 42, no. 9 (2023): 2539-2551. (2023 IF 10.6) link
Dejene M. Sime, Guotai Wang*, Zhi Zeng, Bei Peng
Uncertainty-aware and dynamically-mixed pseudo-labels for semi-supervised defect segmentation
Computers in Industry, 152, (2023): 103995. (2023 IF 10.0) link
Dejene M. Sime, Guotai Wang*, Zhi Zeng, Wei Wang, Bei Peng*
Semi-Supervised Defect Segmentation with Pairwise Similarity Map Consistency and Ensemble-Based Cross-Pseudo Labels
IEEE Transactions on Industrial Informatics, 19, no. 9 (2023): 9535-9545. (2023 IF 12.3) link
Honghua Hu, Wei Xu, Ting Jiang, Yuheng Cheng, Xiaoyan Tao, Wenna Liu, Meiling Jian, Kang Li, Guotai Wang*
Expert-Level Immunofixation Electrophoresis Image Recognition based on Explainable and Generalizable Deep Learning
Clinical Chemistry, 69, no. 2 (2023): 130-139. (2022 IF 12.167) link
Xiangde Luo, Wenjun Liao*, Yuan He, Fan Tang, Mengwan Wu, Yuanyuan Shen, Hui Huang, Tao Song, Kang Li, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
Deep learning-based accurate delineation of primary gross tumor volume of nasopharyngeal carcinoma on heterogeneous magnetic resonance imaging: a large-scale and multi-center study
Radiotherapy and Oncology, 180 Martch (2023): 109480. (2022 IF 6.90) link
Guotai Wang, Xiangde Luo, Ran Gu, Shuojue Yang, Yijie Qu, Shuwei Zhai, Qianfei Zhao, Kang Li, Shaoting Zhang
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation
Computer Methods and Programs in Biomedicine (CMPB), 231 (2023): 107398. (2022 IF 7.027) link arxiv code
Jianghao Wu, Dong Guo, Lu Wang, Shuojue Yang, Yuanjie Zheng, Jonathan Shapey, Tom Vercauteren, Sotirios Bisdas, Robert Bradford, Shakeel Saeed, Neil Kitchen, Sebastien Ourselin, Shaoting Zhang, Guotai Wang*
TISS-Net: Brain Tumor Image Synthesis and Segmentation Using Cascaded Dual-Task Networks and Error-Prediction Consistency
Neurocomputing, 544 (2023): 126295. link
Qianfei Zhao, Guotai Wang*, Wenhui Lei, Hao Fu, Yijie Qu, Jiangshan Lu, Shichuan Zhang, Shaoting Zhang
Segmentation of multiple organs-at-risk associated with brain tumors based on coarse-to-fine stratified networks
Medical Physics, 50,no. 7 (2023): 4430-4442. link
Donghai Xiang, Wei Xu, Yuting Zhang, Bei Peng, Guotai Wang*, Kang Li*
MTMVC: Semi-supervised 3D hand pose estimation using multi-task and multi-view consistency
Journal of Visual Communication and Image Representation, 95 (2023): 103902. link
Xiangde Luo, Wenjun Liao, Jianghong Xiao*, Jieneng Chen, Tao Song, Xiaofan Zhang, Kang Li, Dimitris N. Metaxas, Guotai Wang*, Shaoting Zhang*
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image
Medical Image Analysis, 82 (2022): 102642. (2022 IF 13.828) arxiv, link
Xiangde Luo, Guotai Wang*, Wenjun Liao, Jieneng Chen, Tao Song, Yinan Chen, Shichuan Zhang, Dimitris N. Metaxas, Shaoting Zhang*
Semi-Supervised Medical Image Segmentation via Uncertainty Rectified Pyramid Consistency
Medical Image Analysis, 80 (2022): 102517. (2022 IF 13.828) link
Xiangde Luo, Tao Song, Guotai Wang*, Jieneng Chen, Yinan Chen, Kang Li, Dimitris N. Metaxas, Shaoting Zhang
SCPM-Net: An Anchor-Free 3D Lung Nodule Detection Network using Sphere Representation and Center Points Matching
Medical Image Analysis, 75 (2022): 102287. (2022 IF 13.828) link
Guotai Wang*, Shuwei Zhai, Giovanni Lasio, Baoshe Zhang, Byong Yi, Shifeng Chen, Thomas J. Macvittie, Dimitris Metaxas, Jinghao Zhou, Shaoting Zhang*
Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention
IEEE Transactions on Medical Imaging, 31, no. 3(2022): 531-542. (2022 IF 11.037) link, arxiv
Hao Fu, Guotai Wang*, Wenhui Lei, Wei Xu, Qianfei Zhao, Shichuan Zhang, Kang Li, Shaoting Zhang
HMRNet: High-and-Multi- Resolution Network with Bidirectional Feature Calibration for Brain Structure Segmentation in Radiotherapy
IEEE Journal of Biomedical and Health Informatics (JBHI), 26, no. 9 (2022): 4519-4529. (2022 IF 7.021) link
Shuojue Yang, Guotai Wang*, Hui Sun, Xiangde Luo, Peng Sun, Kang Li, Qijun Wang, Shaoting Zhang
Learning COVID-19 Pneumonia Lesion Segmentation from Imperfect Annotations via Divergence-Aware Selective Training
IEEE Journal of Biomedical and Health Informatics (JBHI), 26, no. 8 (2022): 3673-3684. (2022 IF 7.021) link
Wei Xu, Donghai Xiang, Guotai Wang*, Ruisong Liao, Ming Shao*, Kang Li*
Multiview Video-Based 3-D Pose Estimation of Patients in Computer-Assisted Rehabilitation Environment (CAREN)
IEEE Transactions on Human-Machine Systems, 52, no. 2 (2022): 196-206. link
Wenjun Liao, Jinlan He, Xiangde Luo, Mengwan Wu, Yuanyuan Shen, Churong Li, Jianghong Xiao, Guotai Wang, Nianyong Chen
Automatic Delineation of Gross Tumor Volume Based on Magnetic Resonance Imaging by Performing a Novel Semisupervised Learning Framework in Nasopharyngeal Carcinoma
International Journal of Radiation Oncology Biology Physics, 113, no. 4 (2022): 893-902. (2022 IF 8.013) link
Xin Qi, Jun Kong, Fuyong Xing, Guotai Wang, Zhuotun Zhu
Editorial: Advances in AI methods for computational pathology
Frontiers in Medicine, 9 (2022): 974857. link
Lu Wang, Dong Guo, Guotai Wang*, Shaoting Zhang
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning
IEEE Transactions on Medical Imaging, 40, no. 10(2021): 2795-2807. (2021 IF 10.048) link, arxiv
Zuhao Liu, Chao Sun, Huan Wang, Zhiqi Li, Yibo Gao, Wenhui Lei, Shichuan Zhang, Guotai Wang*, Shaoting Zhang
Automatic segmentation of organs-at-risks of nasopharynx cancer and lung cancer by cross-layer attention fusion network with TELD-Loss
Medical Physics, 48(2021): 6987-7002. (第一作者刘祖浩为本科生) link
Xiangde Luo, Guotai Wang*, Tao Song, Jingyang Zhang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning.
Medical Image Analysis, 72 (2021): 102102. (2021 IF 8.545) link, arxiv
Haochen Mei, Wenhui Lei, Ran Gu, Shan Ye, Zhengwentai Sun, Shichuan Zhang, Guotai Wang.
Automatic Segmentation of Gross Target Volume of Nasopharynx Cancer using Ensemble of Multiscale Deep Neural Networks with Spatial Attention
Neurocomputing, 438 (2021): 211-222. (2019 IF 4.44, 2nd place of Nasopharynx Cancer GTV segmentation in StructSeg challenge held in MICCAI 2019), code, link
Wenhui Lei, Haochen Mei, Zhengwentai Sun, Shan Ye, Ran Gu, Huan Wang, Rui Huang, Shichuan Zhang, Shaoting Zhang, Guotai Wang.
Automatic Segmentation of Organs-at-Risk from Head-and-Neck CT using Separable Convolutional Neural Network with Hard-Region-Weighted Loss
Neurocomputing, 442 (2021): 184-199. (2019 IF 4.44) code, arxiv, link
Guotai Wang*, Tao Song, Qiang Dong, Mei Cui, Ning Huang, Shaoting Zhang*
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks
Medical Image Analysis, 65 (2020): 101787. (2020 IF 11.15) link
Michael Ebner1*, Guotai Wang1*, Wenqi Li, Michael Aertsen, Premal A. Patel, Rosalind Aughwane, Andrew Melbourne, Tom Doel, Steven Dymarkowski, Paolo De Coppi, Anna L. David, Jan Deprest, Sébastien Ourselin, Tom Vercauteren
An Automated Framework for Localization, Segmentation and Super-resolution Reconstruction of Fetal Brain MRI
Guotai Wang, Wenqi Li, Sébastien Ourselin, Tom Vercauteren
Automatic Brain Tumor Segmentation Based on Cascaded Convolutional Neural Networks with Uncertainty Estimation
Frontiers in Computational Neuroscience, 13 (2019): 56. (Won the 2nd palce of MICCAI brain tumor segmentation (BraTS) challenge 2017) [code][pdf]
Jonathan Shapey, Guotai Wang, Reuben Dorent, Alexis Dimitriadis, Wenqi Li, Ian Paddick, Neil Kitchen, Sotirios Bisdas, Shakeel R Saeed, Sebastien Ourselin, Robert Bradford, Tom Vercauteren
An Artificial Intelligence Framework for Automatic Segmentation and Volumetry of Vestibular Schwannomas from Contrast-Enhanced T1-Weighted and High-Resolution T2-Weighted MRI
Journal of NeuroSurgery Dec 6(2019):1-9. link
Jingyang Zhang, Guotai Wang, Hongzhi Xie, Shuyang Zhang, Zhenghui Shi, and Lixu Gu
Vesselness-Constrained Robust PCA for Vessel Enhancement in X-Ray Coronary Angiograms
Physics in Medicine & Biology 63, no. 15 (2018): 155019. [pdf]
Eli Gibson, Wenqi Li, Carole Sudre, Lucas Fidon, Dzhoshkun I. Shakir, Guotai Wang, Zach Eaton-Rosen et al.
NiftyNet: A Deep-Learning Platform for Medical Imaging
Computer Methods and Programs in Biomedicine 158 (2018): 113-122. [pdf]
Guotai Wang, Maria A. Zuluaga, Rosalind Pratt, Michael Aertsen, Tom Doel, Maria Klusmann, Anna L. David, Jan Deprest, Tom Vercauteren, and Sébastien Ourselin
Slic-Seg: A Minimally Interactive Segmentation of the Placenta from Sparse and Motion-Corrupted Fetal MRI in Multiple Views
Medical Image Analysis 34 (2016): 137-147. (2016 IF 4.19) [code] [pdf]
Guotai Wang, Shaoting Zhang, Hongzhi Xie, Dimitris N. Metaxas, and Lixu Gu
A Homotopy-Based Sparse Representation for Fast and Accurate Shape Prior Modeling in Liver Surgical Planning
Medical Image Analysis 19, no. 1 (2015): 176-186. (2015 IF 4.57) [pdf]
Guotai Wang, Shaoting Zhang, Feng Li, and Lixu Gu
A New Segmentation Framework based on Sparse Shape Composition in Liver Surgery Planning System
Medical Physics 40, no. 5 (2013): 051913. (期刊封面论文) [pdf]
