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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]
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Xiaochuan Ma, Jia Fu, Lanfeng Zhong, Ning Zhu, Guotai Wang*
SUGFW: A SAM-Based Uncertainty-Guided Feature Weighting Framework for Cold Start Active Learning
MICCAI 2025, pp. 579-588. link
Lanfeng Zhong, Xin Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
OpenPath: Open-Set Active Learning for Pathology Image Classification via Pre-trained Vision-Language Models
MICCAI 2025, pp. 481-490. link
Zihao Luo, Zijun Gao, Wenjun Liao, Shichuan Zhang, Guotai Wang*, Xiangde Luo*
Dynamic Gradient Sparsification Training for Few-Shot Fine-Tuning of CT Lymph Node Segmentation Foundation Model
MICCAI 2025, pp. 165-174. link
Boyi Xiao, Jianghao Wu, Lanfeng Zhong, Xiaoguang Zou, Yuanquan Wu, Guotai Wang*, Shaoting Zhang*
DGHFA: Dynamic Gradient and Hierarchical Feature Alignment for Robust Distillation of Medical VLMs
MICCAI 2025, pp. 141-151. link
Ning Zhu, Ping Ye, Lanfeng Zhong, Qiang Yue, Shaoting Zhang, Guotai Wang*
CSAL-3D: Cold-Start Active Learning for 3D Medical Image Segmentation via SSL-Driven Uncertainty-Reinforced Diversity Sampling
MICCAI 2025, pp. 120-130. link
Yubo Zhou, Jianghao Wu, Wenjun Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
TEGDA: Test-Time Evaluation-Guided Dynamic Adaptation for Medical Image Segmentation
MICCAI 2025, pp. 628-637. link
Jia Fu, He Li, Tao Lu, Shaoting Zhang, Guotai Wang*
UM-SAM: Unsupervised Medical Image Segmentation Using Knowledge Distillation from Segment Anything Model
MICCAI 2025, pp. 616-626. link
Xiaoran Qi, Guoning Zhang, Jianghao Wu, Shaoting Zhang, Xiaorong Hou*, Guotai Wang*
FDAS : Foundation Model Distillation and Anatomic Structure-Aware Multi-task Learning for Self-Supervised Medical Image Segmentation
MICCAI 2025, pp. 192-202. link
Jie Wei, Xiaohui Hu, Shaoting Zhang, Guotai Wang*
StyleGAN-Based Brain MRI Anomaly Detection via Latent Code Retrieval and Partial Swap
MICCAI 2025, pp. 568-578. link
Litingyu Wang, Ping Ye, Wenjun Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wan*
ReCo-I2P: An Incomplete Supervised Lymph Node Segmentation Framework Based on Orthogonal Partial-Instance Annotation
MICCAI 2025, pp. 507-517. link
Xianhao Zhou, Jianghao Wu, Huangxuan Zhao, Lei Chen, Shaoting Zhang, Guotai Wang*
GLFC: Unified Global-Local Feature and Contrast Learning with Mamba-Enhanced UNet for Synthetic CT Generation from CBCT
SASHIMI@MICCAI 2025, pp. 13-21. link
Xiaochuan Ma, Jia Fu, Wenjun Liao, Shichuan Zhang, Guotai Wang*
CLISC: Bridging Clip and SAM by Enhanced CAM for Unsupervised Brain Tumor Segmentation
IEEE ISBI 2025. link
Xiangyu Sun, Xiaoguang Zou, Yuanquan Wu, Guotai Wang*, Shaoting Zhang
Fairness Analysis of Clip-Based Foundation Models for X-Ray Image Classification
IEEE ISBI 2025. link
Zihao Luo, Xiangde Luo, Zijun Gao, Guotai Wang*
An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation
MICCAI 2024, pp. 107-117. link
Guoning Zhang, Xiaoran Qi, Bo Yan*, Guotai Wang*
IPLC: Iterative Pseudo Label Correction Guided by SAM for Source-Free Domain Adaptation in Medical Image Segmentation
MICCAI 2024, pp. 350-361. link
Xiangde Luo, Zihan Li, Shaoting Zhang, Wenjun Liao, Guotai Wang*
Rethinking Abdominal Organ Segmentation (RAOS) in the Clinical Scenario: A Robustness Evaluation Benchmark with Challenging Cases
MICCAI 2024, pp. 531-541. link
Xinya Liu, Jianghao Wu, Xiangde Luo, Wenjun Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
RPL-SFDA: Reliable Pseudo Label-Guided Source-Free Cross-Modality Adaptation for NPC GTV Segmentation
IEEE ISBI 2024. link
Weiren Zhao, Lanfeng Zhong, Guotai Wang*
SEMI-CONTRANS: Semi-Supervised Medical Image Segmentation via Multi-Scale Feature Fusion and Cross Teaching of CNN and Transformer
IEEE ISBI 2024. link
Ping Ye, He Li, Shaoting Zhang, Guotai Wang*
Semi-Supervised Medical Image Segmentation via Multi-Group Network with Consistency Among Heterogeneous Loss Supervision
IEEE ISBI 2024. link
Yubo Zhou, Ran Gu, Shaoting Zhang, Guotai Wang*
Self-Supervised Pre-Training Based On Contrastive Complementary Masking for Semi-Supervised Cardiac Image Segmentation
IEEE ISBI 2024. link
Jianghao Wu, Ran Gu, Tao Lu, Shaoting Zhang, Guotai Wang*
UPL-TTA: Uncertainty-aware Pseudo Label Guided Fully Test Time Adaptation for Fetal Brain Segmentation
IPMI 2023, pp. 237-249. link
Lanfeng Zhong, Xin Liao, Shaoting Zhang, Guotai Wang*
Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions
Meng Han, Xiangde Luo, Wenjun Liao, Shichuan Zhang, Shaoting Zhang, Guotai Wang*
Scribble-based 3D Multiple Abdominal Organ Segmentation via Triple-branch Multi-dilated Network with Pixel- and Class-wise Consistency
Jia Fu, Tao Lu, Shaoting Zhang, Guotai Wang*
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation
Jie Wei, Guotai Wang*
Fine-grained Our-of-distribution Detection of Medical Images using Combination of Featue Uncertainty and Mahalanobis Distance
IEEE ISBI 2023. pdf
Baosheng Zou, Zongguang Zhou, Ying Han, Kang Li, Guotai Wang*
Multi-scale Convolution-Transformer Fusion Network for Endoscopic Image Segmentation
IEEE ISBI, 2023. pdf
Xiangde Luo, Minhao Hu, Wenjun Liao, Shuwei Zhai, Tao Song, Guotai Wang*, Shaoting Zhang
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision
Jianghao Wu, Ran Gu, Guiming Dong, Guotai Wang*, Shaoting Zhang
FPL-UDA: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for Vestibular Schwannoma Segmentation
IEEE ISBI, 2022. link (Oral presentation)
Xiangde Luo, Minhao Hu, Tao Song, Guotai Wang*, Shaoting Zhang
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer
MIDL 2022, pp. 1-14. link
Xiangde Luo, Wenjun Liao, Jienneg Chen, Tao Song, Yinan Chen, Shichuan Zhang, Nianyong Chen, Guotai Wang*, Shaoting Zhang
Efficient Semi-Supervised Gross Target Volume of Nasopharyngeal Carcinoma Segmentation via Uncertainty Rectified Pyramid Consistency
Wenhui Lei, Wei Xu, Ran Gu, Hao Fu, Shaoting Zhang, Shichuan Zhang, Guotai Wang*
Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images
Ran Gu, Jingyang Zhang, Rui Huang, Wenhui Lei, Guotai Wang*, Shaoting Zhang
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation
MICCAI 2021, pp 241-250. pdf
Jingyang Zhang, Ran Gu, Guotai Wang, Lixu Gu
Comprehensive Importance-based Selective Regularization for Continual Segmentation Across Multiple Sites
MICCAI 2021, pp 389-399. pdf
Xiangde Luo, Jieneng Chen, Tao Song, Yinan Chen, Guotai Wang*, Shaoting Zhang
Semi-supervised Medical Image Segmentation through Dual-task Consistency
Qianfei Zhao, Huan Wang, Guotai Wang*
LCOV-NET: A Lightweight Neural Network For COVID-19 Pneumonia Lesion Segmentation From 3D CT Images
IEEE ISBI 2021, pp 42-45. link
Jingyang Zhang, Ran Gu, Guotai Wang*, Hongzhi Xie, Lixu Gu*
SS-CADA: A Semi-Supervised Cross-Anatomy Domain Adaptation for Coronary Artery Segmentation
IEEE ISBI 2021, pp 1227-1231. link
Xu Chen, Xiangde Luo, Guotai Wang*, Yalin Zheng*
Deep Elastica For Image Segmentation
IEEE ISBI 2021, pp 706-710, 2021. link
Haoyang Wu, Huan Wang, Hao He, Zixiao He, Guotai Wang*
A Novel Weakly Supervised Framework Based On Noisy-Label Learning For Medical Image Segmentation
IEEE ISBI 2021, pp 1768-1772, 2021. (第一作者吴昊洋为本科生) link
Yibo Gao, Huan Wang, Xinglong Liu, Ning Huang, Guotai Wang*, Shaoting Zhang
A Denoising Self-supervised Approach for COVID-19 Pneumonia Lesion Segmentation with Limited Annotated CT Images
EMBC 2021 , pp 3075-3078. (第一作者高一博为本科生) link
Guotai Wang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang
Uncertainty-Guided Interactive Refinement of Fetal Brain Segmentation
Tao Song, Jieneng Chen, Xiangde Luo, Yechong Huang, Xinglong Liu, Ning Huang, Guotai Wang, Shaoting Zhang
CPM-Net: A 3D Center-Points Matching Network for Pulmonary Nodule Detection in CT Scans
MICCAI 2020, pp 550-559. link
Zuhao Liu, Huan Wang, Shaoting Zhang, Guotai Wang, Jin Qi
NAS-SCAM: Neural Architecture Search-based Spatial and Channel Joint Attention Module for Nuclei Semantic Segmentation and Classification
MICCAI 2020, pp 263-272. (第一作者刘祖浩为大二本科生) link
Zuhao Liu, Huan Wang, Wenhui Lei, Guotai Wang
CSAF-CNN: Cross-Layer Spatial Attention Map Fusion Network for Organ-at-Risk Segmentation in Head and Neck CT Images
IEEE ISBI 2020, pp 1522-1525. (第一作者刘祖浩为大二本科生) link
Shuwei Zhai, Ran Gu, Wenhui Lei, Guotai Wang
Myocardial Edema and Scar Segmentation Using a Coarse-to-Fine Framework with Weighted Ensemble
MICCAI MyoPS 2020, pp 49-59. (Champion of Myocardial Pathology Segmentation Combining Multi-Sequence CMR Challenge of MICCAI 2020), link, pdf, code
Guotai Wang, Jonathan Shapey, Wenqi Li, Reuben Dorent, Alex Demitriadis, Sotirios Bisdas, Ian Paddick, Robert Bradford, Shaoting Zhang, Sebastien Ourselin, Tom Vercauteren
Automatic Segmentation of Vestibular Schwannoma from T2-Weighted MRI by Deep Spatial Attention with Hardness-Weighted Loss
MICCAI 2019, pp 264-272. link
Huan Wang, Guotai Wang, Zhihan Xu, Wenhui Lei, Shaoting Zhang
High-and Low-Level Feature Enhancement for Medical Image Segmentation
MICCAI MIML workshop 2019, pp. 611-619. link
Huan Wang, Guotai Wang, Ze Sheng, Shaoting Zhang
Automated Segmentation of Skin Lesion Based on Pyramid Attention Network
MICCAI MIML workshop 2019, pp. 435-443. link
Wenhui Lei, Huan Wang, Ran Gu, Shichuan Zhang, Shaoting Zhang, Guotai Wang
DeepIGeoS-V2: Deep Interactive Segmentation of Multiple Organs from Head and Neck Images with Lightweight CNNs
LABELS/HAL-MICCAI/CuRIOUS@MICCAI 2019, pp. 61-69. link
Michael Ebner1*, Guotai Wang1*, Wenqi Li, Michael Aertsen, Premal A. Patel, Rosalind Aughwane, Andrew Melbourne, Tom Doel, Anna L David, Jan Deprest, Sébastien Ourselin, Tom Vercauteren
An automated localization, segmentation and reconstruction framework for fetal brain MRI
Guotai Wang, Wenqi Li, Sébastien Ourselin, and Tom Vercauteren
Automatic brain tumor segmentation using convolutional neural networks with test-time augmentation
MICCAI Brainlesion Workshop 2018, pp. 61-72. link
Guotai Wang, Wenqi Li, Sébastien Ourselin, and Tom Vercauteren
Automatic brain tumor segmentation using cascaded anisotropic convolutional neural networks
MICCAI Brainlesion Workshop 2017, pp. 178-190. (2nd palce of BraTS challenge 2017, code, arxiv, link)
Wenqi Li, Guotai Wang, Lucas Fidon, Sebastien Ourselin, M. Jorge Cardoso, and Tom Vercauteren
On the compactness, efficiency, and representation of 3D convolutional networks: brain parcellation as a pretext task
IPMI 2017, pp. 348-360. link
Guotai Wang, Maria A. Zuluaga, Rosalind Pratt, Michael Aertsen, Tom Doel, Maria Klusmann, Anna L. David, Jan Deprest, Tom Vercauteren, and Sébastien Ourselin
Dynamically balanced online random forests for interactive scribble-based segmentation
MICCAI 2016 pp. 352-360. link
Guotai Wang, Maria A. Zuluaga, Rosalind Pratt, Michael Aertsen, Anna L. David, Jan Deprest, Tom Vercauteren, and Sebastien Ourselin
Slic-Seg: slice-by-slice segmentation propagation of the placenta in fetal MRI using one-plane scribbles and online learning
MICCAI 2015, pp. 29-37. link
Guotai Wang, Shaoting Zhang, and Lixu Gu
Scalable sparse shape composition and its application to liver surgical planning
IEEE ISBI 2014, pp. 377-380. link
Guotai Wang, Shaoting Zhang, Feng Li, and Lixu Gu
Segmentation using Sparse Shape Composition and minimally supervised method in liver surgery planning system
EMBC 2013, pp. 6075-6078. link
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Ran Gu, Guotai Wang*, Tao Song, Rui Huang, Michael Aertsen, Jan Deprest, Sébastien Ourselin, Tom Vercauteren, Shaoting Zhang.
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation
IEEE Transactions on Medical Imaging, 40, no. 2(2021): 699-711. (2021 IF 10.048) link, arxiv, code
Guotai Wang*, Xinglong Liu, Chaoping Li, Zhiyong Xu, Jiugen Ruan, Haifeng Zhu, Tao Meng, Kang Li, Ning Huang, Shaoting Zhang*
A Noise-robust Framework for Automatic Segmentation of COVID-19 Pneumonia Lesions from CT Images
IEEE Transactions on Medical Imaging, 39, no. 8(2020): 2653-2663. (2020 IF 6.69) link, code, data
Guotai Wang, Maria A Zuluaga, Wenqi Li, Rosalind Pratt, Premal A Patel, Michael Aertsen, Tom Doel, Anna L David, Jan Deprest, Sébastien Ourselin, Tom Vercauteren
DeepIGeoS: A deep Interactive Geodesic Framework for Medical Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence, 41, no. 7(2019): 1559-1572. (2019 IF 17.86) [pdf]
Guotai Wang, Wenqi Li, Maria A Zuluaga, Rosalind Pratt, Premal A Patel, Michael Aertsen, Tom Doel, Anna L David, Jan Deprest, Sebastien Ourselin, Tom Vercauteren
Interactive medical image segmentation using deep learning with image-specific fine tuning
IEEE Transactions on Medical Imaging, 37, no. 7(2018): 1562- 1573. (2018 IF 7.82) [pdf]
Guotai Wang, Wenqi Li, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren
Aleatoric Uncertainty Estimation with Test-Time Augmentation for Medical Image Segmentation with Convolutional Neural Networks
Neurocomputing, 338 (2019): 34- 45. (2019 IF 4.4) [pdf]
Yipeng Hu, Marc Modat, Eli Gibson, Wenqi Li, Nooshin Ghavami, Ester Bonmati, Guotai Wang et al
Weakly-Supervised Convolutional Neural Networks for Multimodal Image Registration
Medical Image Analysis 49 (2018): 1-13. (2018 IF 8.88) [pdf]
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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 (西南医院合作)
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 (四川省肿瘤医院合作)
Shuang Li, Xin Fang, Yuqi Jin, YuJiao Deng, Wei Hu, Bing Wu, Xiaobo Zhou, Guotai Wang, Kang Li*, Qiang Yue*
Improving diagnostic accuracy in preoperative glioma classification: performance of knowledge-enhanced large language models compared with radiologists
npj Precision Oncology, 9, (2025): 303. (2025 IF 8.0) link (华西医院合作)
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 (四川省人民医院合作)
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 (华西医院合作)
