Deng-Ping Fan   范登平 Home| People| Publications| Services| AcceptRate 计算机学院, 南开大学 南开大学津南校区-综合实验楼A408 LAB HALL A408, Nankai University Jinnan Campus Email: fdp@nankai.edu.cn [重点资助2026年博后: 3年总薪资不低于100万元]   Google Scholar       Semantic Scholar       Research Gate       Guide2Research                 DBLP       AMiner       Github       Linkedin       ScholarGPS       TOPSCIENT           OpenAlex

Biography

Deng-Ping Fan is a Full Professor and deputy director of the Media Computing Lab (MCLab) at the College of Computer Science, Nankai University, China. Before that, he was postdoctoral, working with Prof. Luc Van Gool in Computer Vision Lab @ ETH Zurich. From 2019-2021, he was a research scientist (PI) and team lead of IIAI-CV&Med in IIAI, working with Prof. Ling Shao and Prof. Jianbing Shen. He received his Ph.D. from Nankai University in 2019 under the supervision of Prof. Ming-Ming Cheng. His research interests are in Computer Vision, Machine Learning, and Medical Image Analysis. Specifically, he focuses on Dichotomous Image Segmentation (General Object Segmentation, Camouflaged Object Segmentation, Saliency Detection), Multi-Modal AI. He is an outstanding member of CSIG and is one of the core technique members in TRACE-Zurich project on automated driving. [CV]

范登平，南开大学教授、系主任，南开百名青年学科带头人，曾是ETH Zurich博士后、阿联酋IIAI研究主管。 主持承担了国家优秀青年科学基金（海外）项目、国家自然科学基金面上项目等。 主要研究方向是微视觉计算、AI4Science、认知计算和医学图像分析，在SCI一区/CCF A类刊物发表高质量论文20余篇（含13篇TPAMI），论文谷歌引用3.6万余次，H指数64，8篇论文引用超过1,000次, 单篇最高引用6千余次。 代表性工作包括DAVSOD（获2019年CVPR最佳论文入围奖）、UCNet（获2020年CVPR最佳论文入围奖）、SINet-v2（获2021年优秀计图论文奖）、PVT-v2（获2022年CVMJ最佳论文提名奖）、 Mindstorms（获2023年NeurIPS研讨会最佳论文）、PVT（获2023年世界人工智能大会青年优秀论文奖）、BirefNet (2024年下载量超千万次&互联网+天津赛区金奖) 以及PraNet（获2025年MICCAI青年科学家最具影响力论文奖）等。 技术被用于日本LPIXEL、长安望江、华为、阿里巴巴旗舰产品。 多次入选全球高被引科学家、中国高被引学者和斯坦福全球前2%“终身科学影响力榜单”。 获得CCF优秀博士学位论文奖、吴文俊优秀青年奖。现担任中国图象图形学学会副秘书长、理事和顶级期刊IEEE TPAMI编委。

Research Interests

• 微视觉计算 (Subtle Visual Computing): 伪装/异常/高精度分割、微弱信号/行为分析与表征（图像、视频、遥感、生理）
  
• 模型优化与泛化 (Model Optimization and Generalization): 基础模型、模型轻量化、多模态理解与生成
  
• 科学与工程智能 (AI for Science & Engineering): AI+化学/生物/材料等交叉学科、AI+医疗
  
• 认知计算 (Cognitive Computing): 眼动分析、显著性检测、视觉认知机制、认知推理、智能决策的可解释性
  
• 产学研融合 (Industry-Academia-Research): 视频智能剪辑、质信智能、基建大模型、临地无人系统、Agent路由、减论平台、Jittor算子库
  

Group

• Post-doctoral Fellow
  Bo-Jian Zhang, 南开-计算机学院：微视觉计算, Sep. 2025 - （博士研究生优秀毕业生）
  

• Ph.D. Students
  Qi Ma, 5年直博：模型优化与泛化, Sep. 2024 -（ICML26-Submission&本科优秀毕业论文&九五之芯奖学金）
  Jia-Yang Chen, 深圳河套学院（5年直博）：科学与工程智能, Sep. 2025 -（全球南开奖学金&本科优秀毕业论文&化学强基）
  Zi-Xuan Zhu, 5年直博：微视觉计算, Sep. 2025 -（xx）
  Long Chen, 4年普博：模型优化与泛化, Sep. 2025 -（硕士研究生优秀毕业生&国家奖学金）
  Zewen Du, 4年普博：模型优化与泛化, Sep. 2025 -（硕士优秀毕业论文）
  Xu Liu, 卓工学院（4年非全日制）：微视觉计算, Sep. 2025 -
  Tao Liu, 卓工学院（2+3年全日制）：产学研融合, Sep. 2026 -（国家奖学金）
  Xi Qin, 5年直博：科学与工程智能, Sep. 2026 -（物理强基）
  Zi-Han Fang, 5年直博：科学与工程智能, Sep. 2026 -
  

• Master Students
  Ting-Feng Zhao, 保研：微视觉计算, Sep. 2025 -（CVMJ25, 本科优秀毕业生&本科生优秀毕业论文）
  Chen-Yang Wang, 保研：微视觉计算, Sep. 2025 -（CVPR26-Submission）
  Jin-Liang Fan, 保研：模型优化与泛化, Sep. 2025 -（本科生优秀毕业论文）
  Yu-Xin Wei, 保研：模型优化与泛化, Sep. 2026 -（国家奖学金）
  Bo-Wen Nie, 保研：模型优化与泛化, Sep. 2026 -
  

• Undergraduate Students (Interns)
  Wenjun Ji, 保研：北大研究生, March 2024 - Sep. 2025 (NeurIPS25, 中国国际大学生创新大赛【2024】天津赛区金奖)
  

Representative Publications (Full)

• VSCode-v2: Dynamic Prompt Learning for General Visual Salient and Camoufaged Obiect Detection with Two-Stage Optimization
  Ziyang Luo, Nian Liu*, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026, xx (x): xxxx-xxxx. (IF: 20.8)
  [PDF] [中译版] [Code] [Official Version]

• Referring Camouflaged Object Detection
  Xuying Zhang^, Bowen Yin^, Zheng Lin, Qibin Hou*, Deng-Ping Fan, Ming-Ming Cheng
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025, 47 (5): 3597-3610. (IF: 20.8)
  [PDF] [中译版] [Code] [Official Version]

• WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learning
  Guotao Wang, Chenglizhao Chen*, Aimin Hao, Hong Qin, Deng-Ping Fan
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025, 47 (3): 1694-1713. (IF: 20.8)
  [PDF] [中译版] [Code] [Official Version]

• CamoFormer: Masked Separable Attention for Camouflaged Object Detection
  Bowen Yin, Xuying Zhang, Deng-Ping Fan, Shaohui Jiao, Ming-Ming Cheng, Luc Van Gool, Qibin Hou*
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024, 46 (12): 10362-10374. (IF: 20.8)
  [PDF] [中译版] [Code] [Official Version]

• Latent Semantic Consensus For Deterministic Geometric Model Fitting
  Guobao Xiao, Jun Yu*, Jiayi Ma, Deng-Ping Fan and Ling Shao
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024, 46 (9): 6139-6153. (IF: 20.8)
  [PDF] [中译版] [Code] [Official Version]

• Salient Objects in Clutter
  Deng-Ping Fan, Jing Zhang, Gang Xu, Ming-Ming Cheng*, Ling Shao
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023, 45 (2): 2344-2366. (IF: 20.8)
  [ESI Highly Cited Paper (1%) | Extension of ECCV 2018]
  [PDF] [中译版] [Project Page] [Code] [Official Version]

• GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector
  Peng Zheng^, Huazhu Fu^, Deng-Ping Fan*, Qi Fan, Jie Qin, Yu-Wing Tai, Chi-Keung Tang, and Luc Van Gool
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023, 45 (9): 10929-10946. (IF: 20.8)
  [Extension of CVPR 2021]
  [PDF] [中译版] [Code] [Official Version]

• IC9600: A Benchmark Dataset for Automatic Image Complexity Assessment
  Tinglei Feng^, Yingjie Zhai^, Jufeng Yang, Jie Liang, Deng-Ping Fan, Jing Zhang, Ling Shao, Dacheng Tao
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023, 45(7): 8577-8593. (IF: 20.8)
  [PDF] [中译版] [Code] [Demo] [Official Version]

• Salient Object Detection via Integrity Learning
  Mingchen Zhuge^, Deng-Ping Fan^, Nian Liu*, Dingwen Zhang*, Dong Xu, Ling Shao
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023, 45 (3): 3738-3752. (IF: 20.8)
  [ESI Highly Cited Paper (1%)]
  [PDF] [中译版] [Code] Star [Official Version]

• Concealed Object Detection
  Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng*, Ling Shao
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022, 44 (10): 6024-6042. (IF: 20.8)
  [ESI Hot Paper (0.1%) | Extension of CVPR 2020 | JDC 2021 Distinguish Paper]
  [PDF] [中译版] [Project Page] [Online Demo] [Supplementary Material] [Code-Python] Star [Code-Jittor] [2.25G COD10K_All (Baidu: w3up)] [2.25G COD10K_All (Google)] [微信群 (WeChat: CVer222)] [Official Version]

• Re-thinking co-salient object detection
  Deng-Ping Fan, Tengpeng Li, Zheng Lin, Ge-Peng Ji, Dingwen Zhang, Ming-Ming Cheng*, Huazhu Fu, Jianbing Shen
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022, 44 (8): 4339-4354. (IF: 20.8)
  [ESI Highly Cited Paper (1%) | Extension of CVPR 2020]
  [PDF] [中译版] [Code] [Official Version]

• Siamese Network for RGB-D Salient Object Detection and Beyond
  Keren Fu, Deng-Ping Fan*, Ge-Peng Ji, Qijun Zhao, Jianbing Shen, Ce Zhu
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022, 44 (9): 5541-5559. (IF: 20.8)
  [ESI Hot Paper (0.1%) | Extension of CVPR 2020]
  [PDF] [中译版] [Code] Star [Official Version]

• Uncertainty Inspired RGB-D Saliency Detection
  Jing Zhang, Deng-Ping Fan*, Yuchao Dai, Saeed Anwar, Fatemeh Sadat Saleh, Sadegh Aliakbarian, Nick Barnes
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022, 44 (9): 5761-5779. (IF: 20.8)
  [ESI Highly Cited Paper (1%) | Extension of CVPR 2020]
  [PDF] [Code] Star [Official Version]

• Shifting More Attention to Video Salient Object Detection
  Deng-Ping Fan, Wenguan Wang, Ming-Ming Cheng*, Jianbing Shen
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, USA, June 16-20, 2019
  [Best Paper Finalist & Oral]
  [PDF] [中译版] [Project Page] [Code] Star [Official Version]

• UC-Net: Uncertainty inspired rgb-d saliency detection via conditional variational autoencoders*
  Jing Zhang, Deng-Ping Fan*, Yuchao Dai, Saeed Anwar, Fatemeh Sadat Saleh, Tong Zhang, Nick Barnes
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 14-19, 2020
  [Best Paper Nomination & Oral]
  [PDF] [中译版] [Code] Star [Official Version]

• PraNet: Parallel reverse attention network for polyp segmentation
  Deng-Ping Fan, Ge-Peng Ji, Tao Zhou, Geng Chen, Huazhu Fu*, Jianbing Shen*, Ling Shao
  Medical Image Computing and Computer Assisted Intervention (MICCAI), Vitural, October 4-8, 2020
  [MICCAI2025 Young Scientist Publication Impact Award(~0.2% from 2020-2024 accepted papers) | JDC 2021 Most Influential (Application) Paper | Early accept & Oral, Accept rate = 13% | Top-1 Most Cited Paper in MICCAI over the recent 5 years | Best precision of MediaEval 2020 Workshop at Medico Track]
  [PDF] [中译版] [Code] [国产生态Jittor] [国产生态MindX SDK] Star [Official Version]

• Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions
  Wenhai Wang, Enze Xie, Xiang Li, Deng-Ping Fan*, Kaitao Song, Ding Liang, Tong Lu*, Ping Luo, Ling Shao
  International Conference on Computer Vision (ICCV), Vitural, October 11-17, 2021
  A pure Transformer backbone for dense prediction, such as object detection and semantic segmentation.
  [2023 World Artificial Intelligence Conference Youth Outstanding Paper Award | Most Influential ICCV2021 Papers (Top-3) , Rate = 10/1617 = 0.62% | Oral, Accept rate = 210/6236 = 3.4%]
  [PDF] [中译版] [中文解读] [PPT] [Code] Star [Official Version]

Awards and Honors

• Highly Cited Researcher 2025 (入选2025“全球高被引科学家”), link, 2025
  

• MICCAI2025 Young Scientist Publication Impact Award, link, 2025
  

• 2025 - Research.com Rising Star of Science Award, link, 2025
  

• MICCAI2024 Young Scientist Publication Impact Award Finalist, link, 2024
  

• PRCV2024 Best AC, link, 2024
  

• FSNet has been honored with the CVMJ 2023 Honorable Mention Award, link, 2024
  

• SPNet has been honored with the CVMJ 2023 Honorable Mention Award, link, 2024
  

• Machine Intelligence Research 2025-Outstanding Associate Editor, link, 2026-1-20
  

• Machine Intelligence Research 2024-Outstanding Associate Editor, link, 2025
  

• Machine Intelligence Research 2023-Outstanding Associate Editor, link, 2024
  

• Machine Intelligence Research 2022-Outstanding Associate Editor, link, 2023
  

• PVT v2 has been honored with the CVMJ 2022 Honorable Mention Award, link, 2023
  

• NeurIPS Workshop Best Paper Award, 2023
  

• PVT has been honored with the 2023 World Artificial Intelligence Conference Youth Outstanding Paper Award (2023世界人工智能大会青年优秀论文奖), link, 2023
  

• 2022 WuWenJun AI Excellent Young Scientist Award (2022年度吴文俊人工智能优秀青年奖), link (15 in China), 2023
  

• Top 2% of Scientists on Stanford List, 2021 (link), 2022 (link), 2023 (link) 2024 (link) 2025 (link)
  

• China Computer Federation (CCF) Outstanding Doctoral Dissertation Award, 2021 (10 in China)
  

• Distinguish Paper in Jittor Developer Conference, 2021
  

• Most Influential (Application) Paper in Jittor Developer Conference, 2021 (1 in JDC2021)
  

• The Prize of Second Class for the Wu Wenjun Natural Science Award (吴文俊人工智能自然科学二等奖) (Rank 4), 2020
  

• CVPR Best Paper Nomination, 2020
  

• CVPR Best Paper Finalist, 2019
  

Teaching/Assistant

• 2024 – 2025, Nankai University, Deng-Ping Fan, Computer Vision.

• 2015.10 – 2016.1, Nankai University, BO Ren, Linear Algebra.
  

• 2016.3 – 2016.7, Nankai University, Ming-Ming Cheng, Computer Vision.

Research Experiences

• Graphics and Geometric Computing Group, Tsinghua University, Beijing, China
  Visiting Researcher, Dec. 2023 ~ Now
  Supervisor: Prof. Shi-Min Hu
  

• Computer Vision Lab, ETH Zürich, Zürich, Switzerland
  Researcher, Oct. 2021 ~ Oct. 2023
  Supervisor: Prof. Luc Van Gool
  

• IIAI, Abu Dhabi, UAE
  Research Scientist, 2019 ~ 2021
  Working with Prof. Ling Shao and Prof. Jianbing Shen
  

• Media Computing Lab, Nankai University, China
  Research Assistant, 2015 ~ 2019
  Supervisor: Prof. Ming-Ming Cheng, Prof. Bo Ren, Prof. Xiaoguang Liu
  

Alumni

• Ph.D. Students
  Xinyu Yan, Tianjin University & MBZUAI, Dec. 2022- Dec. 2025 (ICCV2025, CSC Funding, Co-advise with Prof. Zheng Wang)
  Henghao Zhao, Nanjing University of Science and Technology & MBZUAI, Nov. 2023- Nov. 2024 (CSC Funding, Co-advise with Prof. Zechao Li)
  Shuo Wang, Beijing Normal University & ETH Zurich, Dec. 2021- June 2023 (ICCV2023, CSC Funding, Co-advise with Prof. Jiang Zhang)
  Zhou Huang, UESTC & MBZUAI, Sep. 2021-Sep. 2022 (CSC Funding, Co-advise with Prof. Huai-Xin Chen)
  

• Master Students
  Pancheng Zhao, Nankai University, Dec. 2022- Now (CVPR2024, Co-advise with Prof. Jufeng Yang)
  Yingjie Zhai, Nankai University, Sep. 2019- Sep. 2021 (ECCV2020, Co-advise with Prof. Jufeng Yang)
  Tinglei Feng, Nankai University, Sep. 2021- Dec. 2022 (TPAMI2023, Co-advise with Prof. Jufeng Yang)
  Diandian Guo, University of Stuttgart, March 2023- Sep. 2023 (Master Thesis/CVPR2024, Co-advise with Prof. Luc Van Gool)
  Zhaochong An, ETH Zurich, Jan. 2022- Jan. 2023 (Semester Project/CVPR2023, Co-advise with Prof. Luc Van Gool)
  Xuejing Luo, ETH Zurich, Sep. 2022- June 2023 (Semester Project/CAAI AIR2023, Co-advise with Prof. Luc Van Gool)
  

• Undergraduate Students
  Yu-Cheng Chou, B.S.@WHU (Now Ph.D.@Johns Hopkins University), Jan. 2021-Jun. 2022 (MICCAI2021, CCF-YEF-2022优秀大学生学术秀本科组一等奖: 1 in China)
  Ting-Jun Dai, B.S.@NKU, Dec. 2023-July. 2025 (中国国际大学生创新大赛（2024）天津赛区金奖;澳大利亚悉尼科技大学直博)
  

• Research Intern (IIAI)/Visiting Scholar (MBZUAI)
  Peng Zheng, Master@UNITN&Aalto University, April 2021-Now (TPAMI2023, AIR2024)
  Yasheng Sun, Ph.D.@Tokyo Tech Univerity, Aug. 2023- Dec. 2024 (VI2025)
  Jing Zhang, Ph.D.@ANU (Now Lecturer@ANU), November 2020-Sep. 2021 (CVPR2020-Best Paper Nomination, ICCV2021, TPAMI2022)
  Jialun Pei, Ph.D.@HUST (Now Postdoctoral@CUHK), March 2021-March 2022 (TIP2024)
  Xiaobin Hu, Ph.D.@TUM (Now, Tencent Youtu Lab), July 2021-Dec. 2021 (ECCV2022)
  Xuelian Cheng, Ph.D.@Monash University, July 2021-Oct. 2021 (CVPR2022)
  Mingchen Zhuge, Master@CUG (Now Ph.D.@KAUST), Feb. 2020-Oct. 2022 (CVPR2021, TPAMI2023, NeurIPSW Best Paper Award)
  Ge-Peng Ji, Master@WHU (Now Ph.D.@ANU), Feb. 2019-Jun 2021 (ICCV2021, CVMJ2023-Honorable Mention Award)
  

• IIAI-CV&Med Team Members
  Xuebin Qin, Postdoctoral (Huawei; MBZUAI)
  Xin Li, Senior Data Scientist (G42@AIQ; IIAI)
  Fan Yang, Senior Data Scientist (G42@AIQ; IIAI)
  Prof. Geng Chen, Research Scientist (NPU; IIAI)
  Prof. Tao Zhou, Research Scientist (NJUST; IIAI)
  Tianzhu Xiang, Technique Lead (G42@Bayanat; IIAI)
  

© Deng-Ping Fan