Qi Zhang · 张琦EN中文

论文

论文

我的研究涉及颈椎影像、医学异常检测、图像重建与定量影像。

论文记录

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作者角色

第一及共同第一作者论文

期刊标签采用2025年度JIF/JCR数据与2025年中科院分区；MICCAI采用2026年3月CCF目录。

完整记录

论文与在投稿件

ARDMR 论文图2，展示多模态输入、对比特征提取、多尺度配准与自适应递归推理图 2 · 论文图示2026
已发表2025 IF · 14.0JCR Q1中科院2025 · 1区 · Top

ARDMR: Adaptive recursive inference and representation disentanglement for multimodal large deformation registration

Yibo Hu, Qi Zhang, Ziqi Zhao, Xiaoyi Ding, Wentao Li, Jijin Yang, Jianqi Sun, Lisa X. Xu

Medical Image Analysis · 107(Pt B) · 103844

DOI10.1016/j.media.2025.103844

论文代码

BibTeX

ARDMR: Adaptive recursive inference and representation disentanglement for multimodal large deformation registration

@article{hu2026ardmr,
  title={ARDMR: Adaptive recursive inference and representation disentanglement for multimodal large deformation registration},
  author={Hu, Yibo and Zhang, Qi and Zhao, Ziqi and Ding, Xiaoyi and Li, Wentao and Yang, Jijin and Sun, Jianqi and Xu, Lisa X.},
  journal={Medical Image Analysis},
  volume={107},
  pages={103844},
  year={2026},
  doi={10.1016/j.media.2025.103844}
}
综述图1，展示颈椎X线、CT与MRI和六类人工智能任务的联系图 1 · 稿件图示2026
在投共同第一作者

Artificial intelligence for degenerative cervical myelopathy imaging: a systematic review across tasks and modalities

Qi Zhang†, Xiuyuan Chen†, Zihui Wang†, Kun Wang, Lianming Wu, Hongxing Shen, Jianqi Sun

在投稿件

项目

BibTeX

Artificial intelligence for degenerative cervical myelopathy imaging: a systematic review across tasks and modalities

@unpublished{zhang2026dcmreview,
  title={Artificial intelligence for degenerative cervical myelopathy imaging: a systematic review across tasks and modalities},
  author={Zhang, Qi and Chen, Xiuyuan and Wang, Zihui and Wang, Kun and Wu, Lianming and Shen, Hongxing and Sun, Jianqi},
  year={2026},
  note={Manuscript under review}
}
论文图1，展示从数据集构建、病理引导分割到专家知识诊断的整体流程图 1 · 论文图示2026
已发表共同第一作者2025 IF · 6.8JCR Q1中科院2025 · 2区 · Top

Pathology-Guided AI System for Accurate Segmentation and Diagnosis of Cervical Spondylosis

Qi Zhang†, Xiuyuan Chen†, Ziyi He†, Lianming Wu, Kun Wang, Jianqi Sun, Hongxing Shen

IEEE Journal of Biomedical and Health Informatics · 30(2) · 1216-1229

DOI10.1109/JBHI.2025.3598469

论文代码项目

BibTeX

Pathology-Guided AI System for Accurate Segmentation and Diagnosis of Cervical Spondylosis

@article{zhang2026pathology,
  title={Pathology-Guided AI System for Accurate Segmentation and Diagnosis of Cervical Spondylosis},
  author={Zhang, Qi and Chen, Xiuyuan and He, Ziyi and Wu, Lianming and Wang, Kun and Sun, Jianqi and Shen, Hongxing},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={30},
  number={2},
  pages={1216--1229},
  year={2026},
  doi={10.1109/JBHI.2025.3598469}
}
JointSR论文图2，展示解剖-风格解耦的混合隐式神经表示框架图 2 · 论文图示2026
已发表共同第一作者CCF B · 2026MICCAI · 医学图像领域顶会

Reconstructing Isotropic 3D Cervical MRI from Anisotropic Clinical Scans via Anatomy-Style Decoupled INRs

Qi Zhang†, Xiuyuan Chen†, Yibo Hu, Hongxing Shen, Jianqi Sun

Medical Image Computing and Computer Assisted Intervention - MICCAI 2026 · 16888 · 478-487

2026年9月26日在线出版；Springer 正式引文年份为2027年。

DOI10.1007/978-3-032-38179-8_46

论文代码项目

BibTeX

Reconstructing Isotropic 3D Cervical MRI from Anisotropic Clinical Scans via Anatomy-Style Decoupled INRs

@inproceedings{zhang2026jointsr,
  title={Reconstructing Isotropic 3D Cervical MRI from Anisotropic Clinical Scans via Anatomy-Style Decoupled INRs},
  author={Zhang, Qi and Chen, Xiuyuan and Hu, Yibo and Shen, Hongxing and Sun, Jianqi},
  booktitle={Medical Image Computing and Computer Assisted Intervention -- MICCAI 2026},
  series={Lecture Notes in Computer Science},
  volume={16888},
  pages={478--487},
  publisher={Springer Nature Switzerland},
  year={2027},
  doi={10.1007/978-3-032-38179-8_46}
}
U2AD 论文图2，展示预处理、健康影像预训练与不确定性引导适配图 2 · 论文图示2026
已发表共同第一作者2025 IF · 14.0JCR Q1中科院2025 · 1区 · Top

U2AD: Uncertainty-based unsupervised anomaly detection framework for detecting T2 hyperintensity in MRI spinal cord

Qi Zhang†, Xiuyuan Chen†, Ziyi He†, Kun Wang†, Lianming Wu, Hongxing Shen, Jianqi Sun

Medical Image Analysis · 109 · 103939

DOI10.1016/j.media.2026.103939

论文代码项目

BibTeX

U2AD: Uncertainty-based unsupervised anomaly detection framework for detecting T2 hyperintensity in MRI spinal cord

@article{zhang2026u2ad,
  title={U2AD: Uncertainty-based unsupervised anomaly detection framework for detecting T2 hyperintensity in MRI spinal cord},
  author={Zhang, Qi and Chen, Xiuyuan and He, Ziyi and Wang, Kun and Wu, Lianming and Shen, Hongxing and Sun, Jianqi},
  journal={Medical Image Analysis},
  volume={109},
  pages={103939},
  year={2026},
  doi={10.1016/j.media.2026.103939}
}
UniTransAD 论文图3，展示训练框架、跨序列对齐与自适应融合模块图 3 · 论文图示2026
已发表第一作者2025 IF · 12.4JCR Q1中科院2025 · 1区 · Top

UniTransAD: Unified Translation Framework for Anomaly Detection in Brain MRI

Qi Zhang, Xia Li, Yibo Hu, Jianqi Sun

IEEE Transactions on Medical Imaging · 45(9) · 4876-4891

DOI10.1109/TMI.2026.3711975

论文代码项目

BibTeX

UniTransAD: Unified Translation Framework for Anomaly Detection in Brain MRI

@article{zhang2026unitransad,
  title={UniTransAD: Unified Translation Framework for Anomaly Detection in Brain MRI},
  author={Zhang, Qi and Li, Xia and Hu, Yibo and Sun, Jianqi},
  journal={IEEE Transactions on Medical Imaging},
  year={2026},
  volume={45},
  number={9},
  pages={4876--4891},
  doi={10.1109/TMI.2026.3711975}
}
HealthiVert-GAN 论文图2，展示预处理、粗到细生成、迭代合成、量化与分级流程图 2 · 论文图示2025
已发表第一作者2025 IF · 6.8JCR Q1中科院2025 · 2区 · Top

HealthiVert-GAN: A Novel Framework of Pseudo-Healthy Vertebral Image Synthesis for Interpretable Compression Fracture Grading

Qi Zhang, Cheng Chuang, Shunan Zhang, Ziqi Zhao, Kun Wang, Jun Xu, Jianqi Sun

IEEE Journal of Biomedical and Health Informatics · 29(10) · 7299-7311

DOI10.1109/JBHI.2025.3572458

论文代码项目

BibTeX

HealthiVert-GAN: A Novel Framework of Pseudo-Healthy Vertebral Image Synthesis for Interpretable Compression Fracture Grading

@article{zhang2025healthivert,
  title={HealthiVert-GAN: A Novel Framework of Pseudo-Healthy Vertebral Image Synthesis for Interpretable Compression Fracture Grading},
  author={Zhang, Qi and Chuang, Cheng and Zhang, Shunan and Zhao, Ziqi and Wang, Kun and Xu, Jun and Sun, Jianqi},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={29},
  number={10},
  pages={7299--7311},
  year={2025},
  doi={10.1109/JBHI.2025.3572458}
}
MultiTransAD 论文图1，展示跨序列翻译、特征对齐、自适应融合与图像生成架构图 1 · 论文图示2025
已发表第一作者CCF B · 2026MICCAI · 医学图像领域顶会

MultiTransAD: Cross-Sequence Translation-Driven Anomaly Detection in Multi-sequence Brain MRI

Qi Zhang, Yibo Hu, Jianqi Sun

Medical Image Computing and Computer Assisted Intervention - MICCAI 2025 · LNCS 15961 · 389-398

DOI10.1007/978-3-032-04937-7_37

论文代码项目

BibTeX

MultiTransAD: Cross-Sequence Translation-Driven Anomaly Detection in Multi-sequence Brain MRI

@inproceedings{zhang2025multitransad,
  title={MultiTransAD: Cross-Sequence Translation-Driven Anomaly Detection in Multi-sequence Brain MRI},
  author={Zhang, Qi and Hu, Yibo and Sun, Jianqi},
  booktitle={Medical Image Computing and Computer Assisted Intervention -- MICCAI 2025},
  series={Lecture Notes in Computer Science},
  volume={15961},
  pages={389--398},
  publisher={Springer Nature Switzerland},
  year={2025},
  doi={10.1007/978-3-032-04937-7_37}
}
RDMR 论文图1，展示双流模态特征与递归多尺度配准架构图 1 · 论文图示2025
已发表CCF B · 2026MICCAI · 医学图像领域顶会

RDMR: Recursive Inference and Representation Disentanglement for Multimodal Large Deformation Registration

Yibo Hu, Ziqi Zhao, Qi Zhang, Lisa X. Xu, Jianqi Sun

Medical Image Computing and Computer Assisted Intervention - MICCAI 2025 · LNCS 15962 · 512-522

DOI10.1007/978-3-032-04947-6_49

论文代码

BibTeX

RDMR: Recursive Inference and Representation Disentanglement for Multimodal Large Deformation Registration

@inproceedings{hu2025rdmr,
  title={RDMR: Recursive Inference and Representation Disentanglement for Multimodal Large Deformation Registration},
  author={Hu, Yibo and Zhao, Ziqi and Zhang, Qi and Xu, Lisa X. and Sun, Jianqi},
  booktitle={Medical Image Computing and Computer Assisted Intervention -- MICCAI 2025},
  series={Lecture Notes in Computer Science},
  volume={15962},
  pages={512--522},
  publisher={Springer Nature Switzerland},
  year={2025},
  doi={10.1007/978-3-032-04947-6_49}
}
综述论文图1，展示人工智能、机器学习、深度学习与IPF预后建模四阶段的关系图 1 · 论文图示2024
已发表2025 IF · 3.2JCR Q2中科院2025 · 3区

The applications of CT with artificial intelligence in the prognostic model of idiopathic pulmonary fibrosis

Zeyu Chen†, Zheng Lin†, Zihan Lin, Qi Zhang, Haoyun Zhang, Haiwen Li, Qing Chang, Jianqi Sun, Feng Li

Therapeutic Advances in Respiratory Disease · 18 · 17534666241282538

DOI10.1177/17534666241282538

论文

BibTeX

The applications of CT with artificial intelligence in the prognostic model of idiopathic pulmonary fibrosis

@article{chen2024ipf,
  title={The applications of CT with artificial intelligence in the prognostic model of idiopathic pulmonary fibrosis},
  author={Chen, Zeyu and Lin, Zheng and Lin, Zihan and Zhang, Qi and Zhang, Haoyun and Li, Haiwen and Chang, Qing and Sun, Jianqi and Li, Feng},
  journal={Therapeutic Advances in Respiratory Disease},
  volume={18},
  pages={17534666241282538},
  year={2024},
  doi={10.1177/17534666241282538}
}
论文图2，展示膝关节MRI输入、自动软骨分割、定量参数计算与验证流程图 2 · 论文图示2023
已发表第一作者2025 IF · 2.8JCR Q2中科院2025 · 3区

Cartilage morphometry and magnetic susceptibility measurement for knee osteoarthritis with automatic cartilage segmentation

Qi Zhang, Jiaolun Geng, Ming Zhang, Tianyou Kan, Liao Wang, Songtao Ai, Hongjiang Wei, Lichi Zhang, Chenglei Liu

Quantitative Imaging in Medicine and Surgery · 13(6) · 3508-3521

DOI10.21037/qims-22-1245

论文

BibTeX

Cartilage morphometry and magnetic susceptibility measurement for knee osteoarthritis with automatic cartilage segmentation

@article{zhang2023cartilage,
  title={Cartilage morphometry and magnetic susceptibility measurement for knee osteoarthritis with automatic cartilage segmentation},
  author={Zhang, Qi and Geng, Jiaolun and Zhang, Ming and Kan, Tianyou and Wang, Liao and Ai, Songtao and Wei, Hongjiang and Zhang, Lichi and Liu, Chenglei},
  journal={Quantitative Imaging in Medicine and Surgery},
  volume={13},
  number={6},
  pages={3508--3521},
  year={2023},
  doi={10.21037/qims-22-1245}
}