Juncheng Li (李俊诚)
Assistant Professor
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I received the Ph.D. degree from the School of Computer Science and Technology, East China Normal University (ECNU), China, in 2021, advised by Prof. Guixu Zhang. I also served as a Postdoctoral Fellow at the Center for Mathematical Artificial Intelligence, The Chinese University of Hong Kong, advised by Prof. Tieyong Zeng, in 2021-2022. My research interests include artificial intelligence and its applications to computer vision (e.g., image segmentation, object detection) and image processing (e.g., image super-resolution, image restoration under adverse weather, medical image processing). I have published more than 50 papers in top journals and conferences, including ACM Computing Survey, IEEE TIP\TNNLS\TMM\TCSVT\TMI, CVPR, ECCV, ICCV, AAAI, IJCAI, and MICCAI. Meanwhile, I received several premium awards, including the first prize for Innovation Achievements in Industry-Academia-Research Cooperation in China 2023, the Outstanding Ph.D. Graduates in Shanghai 2021, the CUHK Research Fellowship Scheme 2021, the winner of 2019 ICCV-AIM (Example-based RAW to RGB Mapping Challenge), etc. I also served as a reviewer for more than 30 international conferences/journals, including TPAMI, TIP,TNNLS, TMM, TCSVT, CVPR, ICCV, ECCV, and MICCAI.
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Intelligent Imaging Computing Lab (IIC Lab) | Welcome to follow! |
| One paper (IEEE TMM) is selected as Highly Cited Papers in the latest issue of ESI Index, 2025. |
| I will serve as a Program Committee Member for IJCAI-25. |
| One paper (IEEE TIP) is selected as Highly Cited Papers in the latest issue of ESI Index, 2024. |
| Selected into the World's Top 2% Scientists list, 2023. |
| One paper (IEEE TMM) is selected as Highly Cited Papers in the latest issue of ESI Index, 2023. |
| Selected into “Yang Fan Plan” of Shanghai, 2023. |
| One paper is accepted by ESWA, 2025. |
| One paper is accepted by IEEE JBHI, 2025. |
| One paper is accepted by IEEE TMI, 2025. |
| One paper is accepted by ESWA, 2025. |
| One paper is accepted by IEEE JBHI, 2024. |
| One paper is accepted by CIBM, 2024. |
| One paper is accepted by IEEE TCSVT, 2024. |
| One paper is accepted by IEEE TMM, 2024. |
| One paper is accepted by CIBM, 2024. |
| One paper is accepted by IEEE TIM, 2024. |
| One paper is accepted by Information Processing and Management, 2024. |
| One paper is accepted by IEEE TMI, 2024. |
| One paper is accepted by ESWA, 2024. |
| One paper is accepted by MICCAI, 2024. (Oral) |
| One paper is accepted by Neural Networks, 2024. |
| One paper is accepted by IEEE JBHI, 2024. |
| One paper is accepted by ACM Computing Surveys, 2024. |
| One paper is accepted by IEEE TMI, 2024. |
| One paper is accepted by CVPR, 2024. |
| One paper is accepted by IEEE TMI, 2024. |
| One paper is accepted by CIBM, 2023. |
| One paper is accepted by IEEE TMI, 2023. |
| One paper is accepted by IEEE JBHI, 2023. |
| One review is accepted by Journal of Image and Graphics, 2023. |
| One paper is accepted by MICCAI, 2023. |
| One paper is accepted by PR, 2023. |
| One paper is accepted by IEEE TMM, 2023. |
| One paper is accepted by IEEE TIP, 2023. |
| One paper is accepted by IEEE TITS, 2023. |
| ------Postdoc-------- |
| One paper is accepted by Neurocomputing, 2022. |
| One paper is accepted by IJCAI, 2022. |
| One paper is accepted by IEEE TMM, 2022. |
| One paper is accepted by AAAI, 2021. |
| -------Ph.D--------- |
| One paper is accepted by ICCV, 2021. |
| One paper is accepted by ACMMM, 2021. |
| One paper is accepted by IEEE TMM, 2021. |
| One paper is accepted by PR, 2021. |
| One paper is accepted by IEEE TMM 2021. |
| One paper is accepted by IEEE TCSVT 2020. |
| One paper is accepted by IEEE TMM, 2020. |
| One paper is accepted by IEEE TNNLS, 2020. |
| One paper is accepted by IEEE TIP, 2020. |
| One paper is accepted by ECCV, 2018. |
| The First Prize for Innovation Achievements in Industry-Academia-Research Cooperation in China, 2023. |
| Research Fellowship Scheme, The Chinese University of Hong Kong, 2021. |
| Outstanding PhD Graduates in Shanghai, Shanghai, 2021. |
| Innovative and Intelligent Youth, East China Normal University, 2020. (0.5%) |
| Outstanding Student, East China Normal University, 2020. (3.0%) |
| Wisdom Scholarship, East China Normal University, 2020. (1.5%) |
| Doctoral Research and Innovation Fund Project, East China Normal University, 2020. |
| ICCV Student Travel Award, 2019. |
| Graduate Scholarship, East China Normal University, 2016-2020. |
| The 1st place in "Example-based RAW to RGB Mapping Challenge", Track 2: Perceptual. (ICCV-AIM), 2019. |
| The 2nd place in "Example-based RAW to RGB Mapping Challenge", Track 1: Fidelity. (ICCV-AIM), 2019. |
| The 4th place and "Geek Award" in Alibaba - "Youku Video Enhancement and Super Resolution Challenge" (4/1514), 2019. |
| The 3rd place in China Multimedia - "Image Dehazing Challenge", (ChinaMM), 2018. |
| The 6th place and "Honorable Mention Award" in "Image Dehazing Challenge". (CVPR-NTIRE), 2018. |
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Fast MRI Reconstruction: A Thorough Survey from Single-Modal to Multi-Modal【New】 Weiyi Lyu, Xinming Fang, Chaoyan Huang, Minhua Lu*, Jun Wang, Jun Shi, Juncheng Lia∗ Expert Systems with Applications (ESWA), 2025. |
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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. |
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Applications and Challenges of Deep Learning in Dental Imaging Yang Zhao, Juncheng Li*, Bodong Cheng, Najun Niu, Longguang Wang, Guangwei Gao, Jun Shi Journal of Image and Graphics (Chinese Journal), 2023. |
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MHigh-frequency Modulated Transformer for Multi-Contrast MRI Super-Resolution【New】 Juncheng Li, Hanhui Yang, Qiaosi Yi, Minhua Lu, Jun Shi, and Tieyong Zeng IEEE Transactions on Medical Imaging (TMI), 2025. |
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Topological GCN Guided Improved Conformer for Detection of Hip Landmarks from Ultrasound Images【New】 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. |
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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. |
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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. |
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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. |
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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. |
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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. |
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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. |
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Fast MRI Reconstruction via Edge Attention Hanhui Yang, Juncheng Li*, Lok Ming Lui, Shihui Ying, Jun Shi, and Tieyong Zeng* Communications in Computational Physics (CICP), 2023. |
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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. |
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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. |
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Topological GCN for Improving Detection of Hip Landmarks from B-Mode Ultrasound Images【New】 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. |
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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. |
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WeaFU: Weather-Informed Image Blind Restoration via Multi-Weather Distribution Diffusion【New】 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. |
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Cross-Receptive Focused Inference Network for Lightweight Image Super-Resolution (ESI Highly Cited Paper, 25.01) Wenjie Li, Juncheng Li, Guangwei Gao, Weihong Deng, Jiantao Zhou, Jian Yang, and Guo-Jun Qi IEEE Transactions on Multimedia (TMM), 2024. |
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EWT: Efficient Wavelet-Transformer for Single Image Denoising Juncheng Li, Bodong Cheng, Ying Chen, Guangwei Gao, Jun Shi, and Tieyong Zeng Neural Networks (NN), 2024. |
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CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution (ESI Highly Cited Paper, 24.05, 24.09, 24.11, 25.01) Guangwei Gao#, Zixiang Xu#, Juncheng Li*, Jian Yang, Tieyong Zeng, and Guo-Jun Qi. IEEE Transactions on Image Processing (IEEE TIP), 2023. |
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FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic Segmentation (ESI Highly Cited Paper, 23.11, 24.01, 24.05, 24.07, 24.09, 24.11, 25.01) Guangwei Gao#, Guoan Xu#, Juncheng Li*, Yi Yu*, Huimin Lu, and Jian Yang IEEE Transactions on Multimedia (IEEE TMM), 2022. |
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Adjustable Super-Resolution Network via Deep Supervised Learning and Progressive Self-Distillation Juncheng Li, Faming Fang*, Tieyong Zeng, Guixu Zhang, and Xizhao Wang. Neurocomputing (NC), 2022. |
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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. |
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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. |
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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. |
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Multi-level Edge Features Guided Network for Image Denoising Faming Fang, Juncheng Li, Yiting Yuan, Tieyong Zeng*, and Guixu Zhang*. IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020. |
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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. |
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Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution 【New】 Longguang Wang, Juncheng Li, Yingqian Wang, Qingyong Hu, and Yulan Guo*. Conference on Computer Vision and Pattern Recognition (CVPR), 2024. |
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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. |
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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. |
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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 (ACMMM), 2021. |
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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. |
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Multi-scale Residual Network for Image Super-Resolution 【Hot】[Citations: 970+] Juncheng Li, Faming Fang*, Kangfu Mei, and Guixu Zhang. European Conference on Computer Vision (ECCV), 2018. |
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Transformer for Single Image Super-Resolution 【Hot】[Citations: 600+] Zhisheng Lu#, Juncheng Li#, Hong Liu*, Chaoyan Huang, Linlin Zhang, and Tieyong Zeng The Conference on Computer Vision and Pattern Recognition Workshop (CVPR Workshop), 2022. |
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Multiple Degradation and Reconstruction Network for Single Image Denoising via Knowledge Distillation Juncheng Li, Hanhui Yang, Qiaosi Yi, Faming Fang, Guangwei Gao, Tieyong Zeng*, and Guixu Zhang The Conference on Computer Vision and Pattern Recognition Workshop (CVPR Workshop), 2022. |
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Lightweight and Accurate Recursive Fractal Network for Image Super-Resolution Juncheng Li, Yiting Yuan, Kangfu Mei, and Faming Fang*. International Conference on Computer Vision Workshop (ICCV Workshop), 2019. |
| 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) |
| Computer Vision and Image Understanding (CVIU) |
| IEEE Signal Processing Letters (SPL) |
| ... |
| 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) |
| ... |
