李俊诚 (Li Juncheng)

博士,副教授
计算机科学与技术学院
华东师范大学

邮箱: jcli[at]cs.ecnu.edu.cn / cvjunchengli[at]gmail.com

我一直在寻找有上进心的学生与我一起研究计算机视觉、图像处理和医学影像分析。有意向的学生请将你的简历和成绩单通过电子邮件发送给我。




简介

李俊诚,上海市青年科技英才“扬帆计划”获得者,入选斯坦福大学发布的【全球前2%顶尖科学家】榜单,获中国产学研合作创新成果一等奖。博士毕业于华东师范大学,师从张桂戌教授,曾担任香港中文大学博后研究员,合作导师为曾铁勇教授。2022年7月入职上海大学以来,主持包括国自然青年基金、上海市科委“科技创新行动计划”面上项目、上海市青年科技英才扬帆计划、上海高校青年教师重点资助项目及多个重点实验室开放课题。长期从事计算机视觉、自然图像/医学影像智能处理与人工智能等研究,取得了一系列原创性成果,在国际知名期刊和会议(如:ACM Computing Survey、IEEE TIP\TNNLS\TMM\TCSVT\TMI、CVPR、ECCV、ICCV、AAAI、IJCAI、MICCAI等)上发表论文50余篇(ESI高被引论文4篇), 谷歌学术引用量超4500余次,其中单篇一作最高引用1000余次。同时,还担任Mathematics和IET Computer Version期刊客座编辑、多个国际挑战赛的组织者和程序委员,并长期担任包括TPAMI、TIP、TNNLS、TMM、CVPR、ICCV、ECCV、MICCAI在内的多个国际期刊和会议审稿人。


智能影像计算小组 团队公众号,欢迎关注!

新闻

祝贺!谷歌学术总引用次数突破 5,000次!2025.
祝贺!ESRT的引用次数突破 1,000次!2025.
祝贺!再次入选全球前2%顶尖科学家榜单, 2025.
祝贺!MSRN的引用次数突破 1,000次!2025.
1 篇论文(IEEE TITS)入选ESI高被引论文, 2025.
1 篇论文(IEEE TMM)入选ESI高被引论文, 2025.
我将担任 ECAI-25 的高级程序委员会成员(SPC), 2025.
我将担任 IJCAI-25 的程序委员会成员(PC).
1 篇论文(IEEE TIP)入选ESI高被引论文, 2024.
入选全球前2%顶尖科学家榜单, 2023.
1 篇论文(IEEE TMM)入选ESI高被引论文, 2023.
入选上海市青年科技英才”扬帆计划“, 2023.

基金项目

--------主持--------
国家自然科学基金-青年项目, 2023, 主持
上海市科委“科技创新行动计划”面上项目, 2023, 主持
上海市科委“科技创新行动计划”启明星项目(扬帆专项), 2023, 主持
上海市高校青年教师资助重点项目, 2023, 主持
上海大学青年英才启航计划, 2023, 主持
上海市重点实验室开放课题, 2023, 主持
广东省重点实验室开放课题, 2023, 主持
江苏省重点实验室创新基金, 2022, 主持
--------参与--------
国家自然科学基金-国际(地区)合作与交流项目, 2020, 参与
国家自然科学基金-面上项目, 2019, 参与

精选论文接收情况

一篇论文被 TMLR 接收, 2025.
一篇论文被 IEEE TSP 接收, 2025.
一篇论文被 PR 接收, 2025.
一篇论文被 ESWA 接收, 2025.
一篇论文被 IEEE JBHI 接收, 2025.
一篇论文被 IEEE TMI 接收, 2025.
一篇论文被 ESWA 接收, 2025.
一篇论文被 IEEE JBHI 接收, 2024.
一篇论文被 CIBM 接收, 2024.
一篇论文被 IEEE TCSVT 接收, 2024.
一篇论文被 IEEE TMM 接收, 2024.
一篇论文被 CIBM 接收, 2024.
一篇论文被 IEEE TIM接收, 2024.
一篇论文被 Information Processing and Management接收, 2024.
一篇论文被 IEEE TMI接收, 2024.
一篇论文被 ESWA接收, 2024.
一篇论文被 MICCAI接收, 2024 (Oral).
一篇论文被 Neural Networks接收, 2024.
一篇论文被 IEEE JBHI接收, 2024.
一篇论文被 ACM Computing Surveys接收, 2024.
一篇论文被 IEEE TMI接收, 2024.
一篇论文被 CVPR接收, 2024.
一篇论文被 IEEE TMI接收, 2024.
一篇论文被 CIBM接收, 2023.
一篇论文被 IEEE TMI接收, 2023.
一篇论文被 IEEE JBHI接收, 2023.
一篇综述被 中国图象图形学报接收, 2023.
一篇论文被 MICCAI接收, 2023.
一篇论文被 PR接收, 2023.
一篇论文被 IEEE TMM接收, 2023.
一篇论文被 IEEE TIP接收, 2023.
一篇论文被 IEEE TITS接收, 2023.
------博后期间-----------
一篇论文被 Neurocomputing接收, 2022.
一篇论文被 IJCAI接收, 2022.
一篇论文被 IEEE TMM接收, 2022.
一篇论文被 AAAI接收, 2021.
------博士期间---------
一篇论文被 ICCV接收, 2021.
一篇论文被 ACMMM接收, 2021.
一篇论文被 IEEE TMM接收, 2021.
一篇论文被 PR接收, 2021.
一篇论文被 IEEE TMM接收, 2021.
一篇论文被 IEEE TCSVT接收, 2020.
一篇论文被 IEEE TMM接收, 2020.
一篇论文被 IEEE TNNLS接收, 2020.
一篇论文被 IEEE TIP接收, 2020.
一篇论文被 ECCV接收, 2018.

荣誉 & 奖项

中国产学研合作创新成果一等奖, 2023.
研究奖学金资助, 香港中文大学, 2021.
上海市优秀博士毕业生称号, 上海市教委, 2021.
创智青年称号, 华东师范大学, 2020. (0.5%)
优秀学生称号, 华东师范大学, 2020. (3.0%)
智慧奖学金, 华东师范大学, 2020. (1.5%)
博士生科研创新基金项目, 华东师范大学, 2020.
ICCV学生旅行资助, 2019.
研究生奖学金, 华东师范大学, 2016-2020.
获得"基于示例的RAW图像到RGB图像映射挑战赛"的感知赛道的全球第一名, (ICCV-AIM), 2019.
获得"基于示例的RAW图像到RGB图像映射挑战赛"的保真赛道的全球第二名, (ICCV-AIM), 2019.
获得"阿里巴巴 - 优酷视频增强和超分辨率挑战赛"全国第四名 和 “极客奖”, (4/1514), 2019.
获得"中国多媒体大会 - 去雾挑战赛"全国第三名, 二等奖, (ChinaMM), 2018.
获得"图像去雾挑战赛"全球第六名 和 “荣誉提名奖”, (CVPR-NTIRE), 2018.

科研经历

香港中文大学, 香港
2024.07.02--2024.08.01
职位: 访问学者
研究内容: 医学影像智能处理
主管: 曾铁勇 教授 (数学人工智能研究中心(CMAI)主任)

香港中文大学, 香港
2021.07--2022.07
职位: 博后研究员
研究内容: 图像复原和MRI图像重建
主管: 曾铁勇 教授

深圳大学, 深圳
2020.12.11--2021.01.30
职位: 研究助理
研究内容: 医学图像分割、深度学习中的不确定性研究
主管: 王熙照 教授 (IEEE Fellow, CAAI Fellow, IJMLC 主编)

香港中文大学, 香港
2019.08.16--2019.09.30
职位: 研究助理
研究内容: 图像压缩
主管: 曾铁勇 教授 (数学人工智能研究中心(CMAI)主任)

香港中文大学, 香港
2018.05.10--2018.09.10
职位: 研究助理
研究内容: 图像修复
主管: 曾铁勇 教授 (数学人工智能研究中心(CMAI)主任)

精选出版物 [总引用: 5088] [最高引用: 1092]

#:共同一作 *:通讯作者

综述

Fast MRI Reconstruction: A Thorough Survey from Single-Modal to Multi-Modal【最新】
Weiyi Lyu, Xinming Fang, Chaoyan Huang, Minhua Lu*, Jun Wang, Jun Shi, Juncheng Lia∗

Expert Systems with Applications (ESWA), 2025.
[论文]

A Systematic Survey of Deep Learning-based Single-Image Super-Resolution
Juncheng Li, Zehua Pei, Wenjie Li, Guangwei Gao, Longguang Wang, Yingqian Wang, Tieyong Zeng

ACM Computing Surveys (CUSR), 2024.

[论文] [项目主页]

医学影像处理

期刊论文

MHigh-frequency Modulated Transformer for Multi-Contrast MRI Super-Resolution【最新】
Juncheng Li, Hanhui Yang, Qiaosi Yi, Minhua Lu, Jun Shi, and Tieyong Zeng

IEEE Transactions on Medical Imaging (TMI), 2025.
[论文]

Topological GCN Guided Improved Conformer for Detection of Hip Landmarks from Ultrasound Images【最新】
Tianxiang Huang, Jing Shi, Ge Jin, Juncheng Li, Jun Wang, Qian Wang, Jun Du, and Jun Shi,

IEEE Journal of Biomedical and Health Informatics (JBHI), 2025.
[论文]

Multimodal Co-attention Fusion Network with Online Data Augmentation for Cancer Subtype Classification
Saisai Ding, Juncheng Li, Jun Wang, Shihui Ying, and Jun Shi

IEEE Transactions on Medical Imaging (TMI), 2024.
[论文]

Few Sampling Meshes-based 3D Tooth Segmentation via Region-Aware Graph Convolutional Network
Yang Zhao, Bodong Cheng, Najun Niu, Jun Wang, Tieyong Zeng, Guixu Zhang, Jun Shi, Juncheng Li*

Expert Systems with Applications (ESWA), 2024.
[论文]

Involution Transformer based U-Net for Landmark Detection in Ultrasound Images for Diagnosis of Infantile DDH
Tianxiang Huang, Jing Shi*, Juncheng Li, Jun Wang, Jun Du, Jun Shi*

IEEE Journal of Biomedical and Health Informatics (JBHI), 2024.
[论文]

Cost-Sensitive Weighted Contrastive Learning Based on Graph Convolutional Networks for Imbalanced Alzheimer’s Disease Staging
Yan Hu, Jun Wang*, Hao Zhu, Juncheng Li, Jun Shi

IEEE Transactions on Medical Imaging (TMI), 2024.
[论文]

Weakly Supervised Lesion Detection and Diagnosis for Breast Cancers with Partially Annotated Ultrasound Images
Jian Wang, Liang Qiao, Shichong Zhou, Jin Zhou, Jun Wang, Juncheng Li, Shihui Ying, Cai Chang, Jun Shi*

IEEE Transactions on Medical Imaging (TMI), 2024.
[论文]

A Fine-Grained Orthodontics Segmentation Model for 3D Intraoral Scan Data
Juncheng Li, Bodong Cheng, Najun Niu, Guangwei Gao, Shihui Ying, Jun Shi, Tieyong Zeng

Computers in Biology and Medicine (CIBM), 2023.
[论文] [数据集] [代码]

Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images
Yuanming Zhang, Zheng Li, Xiangmin Han, Saisai Ding, Juncheng Li, Jun Wang, Shihui Ying, Jun Shi*

IEEE Transactions on Medical Imaging (TMI), 2023.
[论文]

Multi-scale Efficient Graph-Transformer for Whole Slide Image Classification
Saisai Ding, Juncheng Li, Jun Wang, Shihui Ying, Jun Shi*

IEEE Journal of Biomedical and Health Informatics (JBHI), 2023.
[论文]

会议论文

Topological GCN for Improving Detection of Hip Landmarks from B-Mode Ultrasound Images【最新】
Tianxiang Huang, Jing Shi, Ge Jin, Juncheng Li, Jun Wang, Jun Du, and Jun Shi

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024.
口头报告(Oral Presentation)
[论文]

Multi-Scale Prototypical Transformer for Whole Slide Image Classification
Saisai Ding, Jun Wang, Juncheng Li, and Jun Shi*

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023.
[论文]

自然图像处理

期刊论文

WeaFU: Weather-Informed Image Blind Restoration via Multi-Weather Distribution Diffusion【最新】
Bodong Cheng, Juncheng Li*, Jun Shi, Yingying Fang, Guixu Zhang, Yin Chen, Tieyong Zeng, and Zhi Li*

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.
[论文]

Cross-Receptive Focused Inference Network for Lightweight Image Super-Resolution (ESI 高被引论文)
Wenjie Li, Juncheng Li, Guangwei Gao, Weihong Deng, Jiantao Zhou, Jian Yang, and Guo-Jun Qi

IEEE Transactions on Multimedia (TMM), 2024.
[论文]

CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution (ESI 高被引论文)
Guangwei Gao#, Zixiang Xu#, Juncheng Li*, Jian Yang, Tieyong Zeng, and Guo-Jun Qi.

IEEE Transactions on Image Processing (IEEE TIP), 2023.
[论文]

FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic Segmentation (ESI 高被引论文)
Guangwei Gao#, Guoan Xu#, Juncheng Li*, Yi Yu*, Huimin Lu, and Jian Yang

IEEE Transactions on Multimedia (IEEE TMM), 2022.
[论文] [主页]

Efficient and Accurate Multi-scale Topological Network for Single Image Dehazing
Qiaosi Yi#, Juncheng Li#, Faming Fang*, Aiwen Jiang, and Guixu Zhang

IEEE Transactions on Multimedia (IEEE TMM), 2021.
[论文]

MDCN: Multi-scale Dense Cross Network for Image Super-Resolution
Juncheng Li, Faming Fang, Jiaqian Li, Kangfu Mei, and Guixu Zhang*.

IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2020.
[论文] [代码] [主页]

Luminance-aware Pyramid Network for Low-light Image Enhancement
Jiaqian Li#, Juncheng Li#, Faming Fang*, Fang Li, and Guixu Zhang.

IEEE Transactions on Multimedia (IEEE TMM), 2020.
[论文] [代码]

Multi-level Edge Features Guided Network for Image Denoisingt
Faming Fang, Juncheng Li, Yiting Yuan, Tieyong Zeng*, and Guixu Zhang*.

IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020.
作者按字母序排列。
[论文] [代码] [主页]

Soft-edge Assisted Network for Single Image Super-Resolution 【Hot】
Faming Fang, Juncheng Li, and Tieyong Zeng*.

IEEE Transactions on Image Processing (IEEE TIP), 2020.
作者按字母序排列。
[论文] [代码] [主页]

会议论文

Multi-scale Residual Network for Image Super-Resolution 【Hot】【引用:1000+】
Juncheng Li, Faming Fang*, Kangfu Mei, and Guixu Zhang.

European Conference on Computer Vision (ECCV), 2018.

[论文] [海报] [代码] [主页]

Transformer for Single Image Super-Resolution 【Hot】【引用:1000+】
Zhisheng Lu#, Juncheng Li#, Hong Liu*, Chaoyan Huang, Linlin Zhang, and Tieyong Zeng

The Conference on Computer Vision and Pattern Recognition (CVPR) Workshop, 2022.

[论文] [补充材料] [海报] [代码] [主页]

Cross Paradigm Representation and Alignment Transformer for Image Deraining 【New】
Shun Zou, Yi Zou, Juncheng Li, Guangwei Gao*, Guojun Qi

ACM International Conference on Multimedia (ACMMM), 2025.
[论文] [海报] [代码]

Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution
Longguang Wang, Juncheng Li, Yingqian Wang, Qingyong Hu, and Yulan Guo*.

Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[论文] [海报] [代码]

Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer
Guangwei Gao#, Zhengxue Wang#, Juncheng Li*, Wenjie Li, Yi Yu, and Tieyong Zeng

International Joint Conference on Artificial Intelligence (IJCAI), 2022.
口头报告(Oral Presentation)
[论文] [代码] [主页]

Feature Distillation Interaction Weighting Network for Lightweight Image Super-Resolution
Guangwei Gao#, Wenjie Li#, Juncheng Li*, Fei Wu, Huimin Lu, and Yi Yu

Association for the Advancement of Artificial Intelligence (AAAI), 2022.
[论文] [海报] [代码] [主页]

Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity Estimation
Qinyan Dai, Juncheng Li, Qiaosi Yi, Faming Fang*, and Guixu Zhang.

ACM International Conference on Multimedia (ACM MM), 2021.
[论文] [海报] [代码]

Structure-Preserving Deraining with Residue Channel Prior Guidance
Qiaosi Yi, Juncheng Li, Qinyan Dai, Faming Fang*, Guixu Zhang, and Tieyong Zeng.

International Conference on Computer Vision (ICCV), 2021.
[论文] [海报] [代码] [主页]

学术服务

青年编委

《智能系统学报》- 中国人工智能学会会刊

客座编辑

Special issue "Mathematical Techniques and Artificial Intelligence in Image Processing" on the Journal of Mathematics.
Special issue "Advanced Image Restoration and Enhancement in the Wild" on IET Computer Version.
Special issue "Representation Learning for Computer Vision and Pattern Recognition" on the Journal of Mathematics.

组织者

CVPR-NTIRE 2024: Stereo Image Super-Resolution Challenge.
ACPR 2023 Workshop: Representation Learning for Computer Vision and Pattern Recognition
CVPR-NTIRE 2023: Stereo Image Super-Resolution Challenge.
CVPR-NTIRE 2022: Stereo Image Super-Resolution Challenge.
IEEE ICME 2021 Special Session "Advanced Representation Learning for Robust Multimedia Image Understanding".

程序委员会成员

28th European Conference on Artificial Intelligence (ECAI-25), 2025.
34th International Joint Conference on Artificial Intelligence (IJCAI-25), 2025.
CVPR-NTIRE, 2022, 2023, 2024.
ICCV, AIM: Advances in Image Manipulation workshop and challenges, 2022.

期刊审稿人

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
IEEE Transactions on Image Processing (TIP)
IEEE Transactions on Neural Networks and Learning System (TNNLS)
IEEE Transactions on Cybernetics (TCYB)
IEEE Transactions on Multimedia (TMM)
IEEE Transactions on Broadcasting (TB)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
Medical Image Analysis
IEEE Journal of Biomedical and Health Informatics (JBHI)
Computers in Biology and Medicine (CIBM)
Information Science (INS)
Pattern Recognition (PR)
Knowledge-Based Systems (KBS)
...

会议审稿人

Conference on Computer Vision and Pattern Recognition (CVPR)
European Conference on Computer Vision (ECCV)
International Conference on Computer Vision (ICCV)
International Joint Conference on Artificial Intelligence (IJCAI)
ACM Multimedia (ACMMM)
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)
...


© 李俊诚 | 最后更新: 2025-10