^ Equal Contribution, * Corresponding Author(s)
国际会议：CVPR (20)/ICCV (9)/ICML (1)/NeurIPS (1)/NeurIPSW (1)/MICCAI (3) - Best Paper (1)/Outstanding Paper (1)/Best Paper Finalist (2)/JDC2021 Most Influential (Application) Paper (1)/Oral (5)
国内期刊：CVMJ (10)/MIR (9)/VI (4)/AIR (4)/SCIS (3)/SSI (2); 国外期刊：TPAMI (12)/IJCV (2)/MedIA (4)/TMI (1)-JDC2021 Distinguish Paper (1)/Honorable Mention Award (3)/TMI 50 most frequently accessed articles (1)

Preprints

• Frontiers in Intelligent Colonoscopy
  Ge-Peng Ji, Jingyi Liu, Peng Xu, Nick Barnes, Fahad Shahbaz Khan, Salman Khan, Deng-Ping Fan*
  Technique Report, 2025
  [PDF] [中译版] [Code] [Official Version]

• PR-MIM: Delving Deeper into Partial Reconstruction in Masked Image Modeling
  Zhong-Yu Li, Yunheng Li, Deng-Ping Fan, Ming-Ming Cheng
  Technique Report, 2025
  [PDF] [中译版] [Code] [Official Version]

• Boundary-aware segmentation network for mobile and web applications
  Xuebin Qin, Deng-Ping Fan*, Chenyang Huang, Cyril Diagne, Zichen Zhang, Adrià Cabeza Sant'Anna, Albert Suarez, Martin Jagersand, Ling Shao
  Technique Report, 2022
  [Extension of CVPR 2019]
  [PDF] [中文解读] [Code] Star [Tutorial (4k views)] [Weibo (1,070k views)] Star [Video]

Newspaper & Book & Chapters

	范登平. “如何精准识别伪装场景.” 《学习时报》，2024年11月27日，科技前沿, P.06.
	范登平. 认知规律启发的显著性物体检测方法与评测. 北京：机械工业出版社，2023 [PDF] [京东购买]
	Tao Zhou, Deng-Ping Fan, Gepeng Ji, Geng Chen, Huazhu Fu, Ling Shao, 2022. Inf-Net: an automatic lung infection segmentation network that uses CT images, in: Ayman El-Baz, Jasjit S Suri, Artificial Intelligence Strategies for Analyzing COVID-19 Pneumonia Lung Imaging, University of Louisville, Louisville, KY, USA, pp: 3-1 to 3-15. [PDF].

Concealed Visual Perception (CVP)

Survey/Benchamrk


• Advances in Deep Concealed Scene Understanding
  Deng-Ping Fan*, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis, Luc Van Gool
  Visual Intelligence (VI), 2023, 1 (3): 1–24. (中国科技期刊卓越行动计划高起点新刊, 《图像图形领域高质量科技期刊分级目录》T1类)
  [PDF] [中译版] [中文解读] [Code] [Official Version]


COD Metrics


• Structure-measure: A new way to evaluate foreground maps
  Ming-Ming Cheng*, Deng-Ping Fan
  International Journal of Computer Vision (IJCV), 2021, 129 (9): 2622-2638. (IF: 11.6)
  [ESI Hot Paper (0.1%) | Extension of ICCV 2017]
  [PDF] [中译版] [Code] [Meta-measure] [Official Version]

• Enhanced-alignment measure for binary foreground map evaluation
  Deng-Ping Fan, Cheng Gong, Yang Cao, Bo Ren*, Ming-Ming Cheng, Ali Borji
  International Joint Conference on Artificial Intelligence (IJCAI), Stockholm, Sweden, July 13-19, 2018
  [Most Influential IJCAI Papers (Top-2) , Accept Rate = 4/710 = 0.5% | Oral]
  [PDF] [中译版] [Code] [Meta-measure] [PPT] [Dataset] [Official Version]


RGB COD


• PlantCamo: Plant Camouflage Detection
  Jinyu Yang^, Qingwei Wang^, Feng Zheng*, Peng Chen, Ales Leonardis, Deng-Ping Fan
  CAAI Artificial Intelligence Research (AIR), 2025, x: xxxxxxx. (中国科技期刊卓越行动计划高起点新刊)
  [PDF] [中译版] [Code] [Official Version]

• COMPrompter: reconceptualized segment anything model with multiprompt network for camouflaged object detection
  Xiaoqin Zhang, Zhenni Yu, Li Zhao, Deng-Ping Fan, Guobao Xiao*
  SCIENCE CHINA Information Sciences (SCIS), 2025. (IF: 7.3, 中国最具国际影响力学术期刊,《信息通信领域高质量科技期刊分级目录》T1级)
  [PDF] [中译版] [Code] [Official Version]

• VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning
  Ziyang Luo, Nian Liu*, Wangbo Zhao, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 17-21, 2024
  [PDF] [中译版] [Code] [Official Version] [Supplemental]

• LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion
  Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 17-21, 2024
  [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]

• SAM Struggles in Concealed Scenes--Empirical Study on "Segment Anything"
  Ge-Peng Ji, Deng-Ping Fan, Peng Xu*, Ming-Ming Cheng, Bowen Zhou, Luc Van Gool
  SCIENCE CHINA Information Sciences (SCIS), 2023. (IF: 7.3, 中国最具国际影响力学术期刊,《信息通信领域高质量科技期刊分级目录》T1级)
  [PDF] [中文解读] [Official Version]

• CamDiff: Camouflage Image Augmentation via Diffusion
  Xue-Jing Luo^, Shuo Wang^, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan*, Luc Van Gool
  CAAI Artificial Intelligence Research (AIR), 2023, 2: 9150021. (中国科技期刊卓越行动计划高起点新刊)
  [PDF] [中译版] [Official Version]

• 分心感知的伪装物体分割
  梅海洋， 杨鑫*， 周运铎， 季葛鹏， 魏小鹏， 范登平
  中国科学：信息科学, 2023. (IF: 7.275, CCF A类, CCF T1，《计算领域高质量科技期刊分级目录》T1级)
  [Extension of CVPR 2021]
  [PDF] [Code] [Official Version]

• Deep Gradient Learning for Efficient Camouflaged Object Detection
  Ge-Peng Ji, Deng-Ping Fan*, Yu-Cheng Chou, Dengxin Dai, Alexander Liniger, Luc Van Gool
  Machine Intelligence Research (MIR), 2023, 20 (1): 92-108. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [Code] [国产生态MindX SDK] Star [Official Version]

• Towards Deeper Understanding of Camouflaged Object Detection
  Yunqiu Lv^, Jing Zhang^, Yuchao Dai*, Aixuan Li, Nick Barnes, Deng-Ping Fan
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023. (IF: 5.859)
  [Extension of CVPR 2021]
  [PDF] [Code] [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 [国产生态Jittor] [2.25G COD10K_All (Baidu: w3up)] [2.25G COD10K_All (Google)] [微信群 (WeChat: CVer222)] [Official Version]

• Mutual Graph Learning for Camouflaged Object Detection
  Qiang Zhai^, Xin Li^, Fan Yang*, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [中译版] [Code] [Official Version]

• Camouflaged Object Segmentation with Distraction Mining
  Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang*, Xiaopeng Wei, Deng-Ping Fan
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [中译版] [Project Page] [Code] [Official Version]

• Camouflaged object detection
  Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen*, Ling Shao
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 14-19, 2020
  [Oral, Accept rate = 335/5865 = 5.7% | Coverage of 《New scientist》]
  [PDF] [中译版] [Code] Star [Project Page] [Online Demo] [1小时解读] [Video] [2.25G COD10K_All (Baidu: w3up)] [2.25G COD10K_All (Google)] [微信群 (WeChat: CVer222)] [Official Version]


RGB CID


• OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers
  Jialun Pei^, Tianyang Cheng^, Deng-Ping Fan*, He Tang, Chuanbo Chen, Luc Van Gool
  European Conference on Computer Vision (ECCV), Tel Aviv, Israel, October 23-27, 2022
  [PDF] [中译版] [视频解读] [Project Page] [Code] Star [Official Version]


RGB-D COD


• Source-free Depth for Object Pop-out
  Zongwei Wu, Danda Pani Paudel, Deng-Ping Fan*, Jingjing Wang, Shuo Wang, Cédric Demonceaux, Radu Timofte, Luc Van Gool
  International Conference on Computer Vision (ICCV), Paris, France, October 2-6, 2023
  [PDF] [中译版] [Code] [Official Version]


Video COD


• Implicit Motion Handling for Video Camouflaged Object Detection
  Xuelian Cheng^, Huan Xiong^, Deng-Ping Fan*, Yiran Zhong, Mehrtash Harandi, Tom Drummond, Zongyuan Ge
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, USA, June 19-24, 2022
  [PDF] [中译版] [Video] [Project Page] [Code] [国产生态MindX SDK] Star [Official Version]


COD Ranking


• Simultaneously Localize, Segment and Rank the Camouflaged Objects
  Yunqiu Lv, Jing Zhang, Yuchao Dai*, Aixuan Li, Bowen Liu, Nick Barnes, Deng-Ping Fan
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [Code] [Official Version]


Referring COD


• 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]


IOC


• Indiscernible Object Counting in Underwater Scenes
  Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan*, Luc Van Gool
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, June 18-22, 2023
  [PDF] [中译版] [Code] [Official Version]

Visual Attention

SOD Metrics


• 认知规律启发的物体分割评价标准及损失函数
  范登平， 季葛鹏， 秦雪彬， 程明明*
  中国科学：信息科学, 2021, 51 (9): 1475-1489. (IF: 7.275, CCF A类, CCF T1, 《计算领域高质量科技期刊分级目录》T1级)
  [Extension of IJCAI 2018]
  [PDF] [Code] [Official Version]

• Structure-measure: A New Way to Evaluate Foreground Maps
  Deng-Ping Fan, Ming-Ming Cheng*, Yun Liu, Tao Li, Ali Borji
  International Conference on Computer Vision (ICCV), Venice, Italy, October 22-29, 2017
  [Spotlight, Accept rate = 56/2143 = 2.6%]
  [PDF] [中译版] [Code] [Meta-measure] [PPT] [Official Version]


RGB SOD


• 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]

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

• 认知规律启发的显著性物体检测方法与评测
  Cognitive Inspirited Salient Object Detection Models and Benchmarks
  范登平
  Deng-Ping Fan
  南开大学博士学位论文, 2019. (2021年CCF优秀博士学位论文奖)
  Ph.D. thesis, Nankai University, 2019 (China Computer Federation (CCF) Outstanding Doctoral Dissertation Award)
  [PDF] [PPT]

• EGNet: Edge Guidance Network for Salient Object Detection
  Jia-Xing Zhao, Jiang-Jiang Liu, Deng-Ping Fan, Yang Cao, Jufeng Yang, Ming-Ming Cheng*
  International Conference on Computer Vision (ICCV), Seoul, Korea, October 27-November 2, 2019
  [PDF] [中译版] [Project Page] [Code] [[Official Version]

• Salient objects in clutter: Bringing salient object detection to the foreground
  Deng-Ping Fan, Ming-Ming Cheng*, Jiang-Jiang Liu, Shang-Hua Gao, Qibin Hou, Ali Borji
  European Conference on Computer Vision (ECCV), Munich, Germany, September 8-14, 2018
  [PDF] [中译版] [Project Page] [Official Version]


Co-SOD


• 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]

• 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] [Evaluation Tools] [Official Version]

• Group Collaborative Learning for Co-Salient Object Detection
  Qi Fan, Deng-Ping Fan*, Huazhu Fu, Chi-Keung Tang, Ling Shao, Yu-Wing Tai
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [中译版] [Code] [Official Version]

• Taking a deeper look at co-salient object detection
  Deng-Ping Fan^, Zheng Lin^, Ge-Peng Ji, Dingwen Zhang, Huazhu Fu, Ming-Ming Cheng*
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 14-19, 2020
  [PDF] [中译版] [Project Page] [Evaluation Code] [CoSOD3K (Baidu: ky1v)] [CoSOD3K (Google)] [Official Version]


Video SOD


• 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]

• Full-Duplex Strategy for Video Object Segmentation
  Ge-Peng Ji, Deng-Ping Fan*, Keren Fu, Zhe Wu, Jianbing Shen, Ling Shao
  Computational Visual Media (CVMJ), 2023, 9 (1): 155–175 (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [Honorable Mention Award (link) | Extension of ICCV 2021]
  [PDF] [中译版] [Code] Star [Official Version]

• Full-Duplex Strategy for Video Object Segmentation
  Ge-Peng Ji, Deng-Ping Fan*, Keren Fu, Zhe Wu, Jianbing Shen, Ling Shao
  International Conference on Computer Vision (ICCV), Vitural, October 11-17, 2021
  [PDF] [中译版] [Code] [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]


Multi-modal SOD


• CalibNet: Dual-branch Cross-modal Calibration for RGB-D Salient Instance Segmentation
  Jialun Pei, Tao Jiang, He Tang, Nian Liu, Yueming Jin, Deng-Ping Fan*, Pheng-Ann Heng
  IEEE Transactions on Image Processing (TIP), 2024, 33, 4348-4362. (IF: 10.8)
  [PDF] [中译版] [Code] [Official Version]

• Specificity-preserving RGB-D Saliency Detection
  Tao Zhou, Deng-Ping Fan*, Geng Chen, Yi Zhou, Huazhu Fu
  Computational Visual Media (CVMJ), 2023, 9 (2), 297-317. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [Honorable Mention Award (link) | Extension of ICCV 2021]
  [PDF] [中译版] [Code] Star [Official Version]

• Light Field Salient Object Detection: A Review and Benchmark
  Keren Fu, Yao Jiang, Ge-Peng Ji, Tao Zhou*, Qijun Zhao, Deng-Ping Fan
  Computational Visual Media (CVMJ), 2022, 8 (4): 509–534. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [PDF] [中译版] [Code] Star [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]

• Bilateral Attention Network for RGB-D Salient Object Detection
  Zhao Zhang, Zheng Lin, Jun Xu, Wen-Da Jin, Shao-Ping Lu*, Deng-Ping Fan
  IEEE Transactions on Image Processing (TIP), 2021, 30, 1949-1961. (IF: 10.8)
  [ESI Highly Cited Paper (1%)]
  [PDF] [Code] [Official Version]

• Specificity-preserving RGB-D Saliency Detection
  Tao Zhou, Huazhu Fu, Geng Chen, Yi Zhou, Deng-Ping Fan*, Ling Shao
  International Conference on Computer Vision (ICCV), Vitural, October 11-17, 2021
  [PDF] [中译版] [Code] [Official Version]

• RGB-D saliency detection via cascaded mutual information minimization
  Jing Zhang, Deng-Ping Fan*, Yuchao Dai, Xin Yu, Yiran Zhong, Nick Barnes, Ling Shao
  International Conference on Computer Vision (ICCV), Vitural, October 11-17, 2021
  [PDF] [中译版] [Code] [Official Version]

• Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks
  Deng-Ping Fan, Zheng Lin, Zhao Zhang, Menglong Zhu, Ming-Ming Cheng*
  IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021, 32 (5): 2075-2089. (IF: 10.2)
  [ESI Hot Paper (0.1%) | Top-10 Most Cited Paper in IEEE TNNLS2020]
  [PDF] [中译版] [Project Page] [SIP1K (Baidu: 46w8)] [SIP1K (Google)] Star [Official Version]

• RGB-D Salient Object Detection: A Survey
  Tao Zhou, Deng-Ping Fan*, Ming-Ming Cheng, Jianbing Shen, Ling Shao
  Computational Visual Media (CVMJ), 2021, 7 (1): 37-69. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [ESI Highly Cited Paper (1%) | Spotlight Paper | Top-2 Most Cited Paper within 5 Years in CVMJ2021]
  [PDF] [中译版] [Code] Star [Official Version]

• BBS-Net: RGB-D salient object detection with a bifurcated backbone strategy network
  Deng-Ping Fan^, Yingjie Zhai^, Ali Borji, Jufeng Yang*, Ling Shao
  European Conference on Computer Vision (ECCV), Virtual, August 23-28, 2020
  [PDF] [中译版] [Code] Star [Official Version]

• JL-DCF: Joint learning and densely-cooperative fusion framework for RGB-D salient object detection
  Keren Fu, Deng-Ping Fan*, Ge-Peng Ji, Qijun Zhao
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 14-19, 2020
  [PDF] [中译版] [Code] [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]

• Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection
  Jia-Xing Zhao^, Yang Cao^, Deng-Ping Fan^, Ming-Ming Cheng*, Xuan-Yi Li, Le Zhang
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, California, June 16-20, 2019
  [PDF] [中译版] [Project Page] [Code] [Official Version]

Multimodal AI

Societies of Mind


• Mindstorms in Natural Language-Based Societies of Mind
  Mingchen Zhuge^, Haozhe Liu^, Francesco Faccio^, Dylan R Ashley^, Róbert Csordás, Anand Gopalakrishnan, Abdullah Hamdi, Hasan Abed Al Kader Hammoud, Vincent Herrmann, Kazuki Irie, Louis Kirsch, Bing Li, Guohao Li, Shuming Liu, Jinjie Mai, Piotr Piękos, Aditya Ramesh, Imanol Schlag, Weimin Shi, Aleksandar Stanić, Wenyi Wang, Yuhui Wang, Mengmeng Xu, Deng-Ping Fan*, Bernard Ghanem*, Jürgen Schmidhuber*
  Computational Visual Media (CVMJ), 2025, x (x): xxx-xxx. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [NeurIPSW2023 Best Paper Award | Extension of NeurIPSW 2023]
  [PDF] [中译版] [Official Version]


Vision-Language


• How Good is Google Bard's Visual Understanding? An Empirical Study on Open Challenges
  Haotong Qin^, Ge-Peng Ji^, Salman Khan, Deng-Ping Fan*, Fahad Shahbaz Khan, Luc Van Gool
  Machine Intelligence Research (MIR), 2023, 20 (5): 605-613. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [中文解读] [Code] [Official Version]

• Masked Vision-Language Transformer in Fashion
  Ge-Peng Ji^, Mingcheng Zhuge^, Dehong Gao, Deng-Ping Fan*, Christos Sakaridis, Luc Van Gool
  Machine Intelligence Research (MIR), 2023, 20 (1): 421–434. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [中文解读] [Code] [Official Version]

• Kaleido-BERT: Vision-Language Pre-training on Fashion Domain
  Mingchen Zhuge^, Dehong Gao^, Deng-Ping Fan*, Linbo Jin, Ben Chen, Haoming Zhou, Minghui Qiu, Ling Shao
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [中译版] [1小时解读] [Code] Star [Official Version]


Vision-Audio


• Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity Perception
  Guotao Wang, Chenglizhao Chen*, Deng-Ping Fan, Aimin Hao, Hong Qin
  SCIENCE CHINA Information Sciences (SCIS), Major, 2024. (IF: 7.3, 中国最具国际影响力学术期刊,《信息通信领域高质量科技期刊分级目录》T1级)
  [Extension of CVPR 2021]
  [PDF] [中译版] [Code] [Official Version]

• From Semantic Categories to Fixations: A Novel Weakly-Supervised Visual-Auditory Saliency Detection Approach
  Guotao Wang, Chenglizhao Chen*, Deng-Ping Fan, Aimin Hao, Hong Qin
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vitural, June 19-25, 2021
  [PDF] [中译版] [Code] [Official Version]

AI in Healthcare

Medical Image Segmentation


• Segment anything model for medical images?
  Yuhao Huang^, Xin Yang^, Lian Liu, Han Zhou, Ao Chang, Xinrui Zhou, Rusi Chen, Junxuan Yu, Jiongquan Chen, Chaoyu Chen, Haozhe Chi, Xindi Hu, Deng-Ping Fan, Fajin Dong*, Dong Ni*
  Medical Image Analysis (MIA), 2023, 92: 103061
  [PDF] [中译版] [Code] [Official Version]

• Edge-aware Feature Aggregation Network for Polyp Segmentation
  Tao Zhou, Yizhe Zhang, Geng Chen, Yi Zhou, Ye Wu*, Deng-Ping Fan
  Machine Intelligence Research (MIR), 2024. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [Code] [Official Version]

• Instructive Feature Enhancement for Dichotomous Medical Image Segmentation
  Lian Liu^, Han Zhou^, Jiongquan Chen, Sijing Liu, Wenlong Shi, Dong Ni, Deng-Ping Fan*, Xin Yang*
  Medical Image Computing and Computer Assisted Intervention (MICCAI), Vancouver, Canada, October 8-October 12, 2023
  [Early accept]
  [PDF] [中译版] [Code] [Official Version]

• Determining Effective and Efficient Annotation Strategies to Curate Large-scale Colonoscopy Video Datasets for Polyp Detection
  Yu-Cheng Chou, Deng-Ping Fan, Alan Yuille*, Zongwei Zhou
  Radiological Society of North America (RSNA), 2022
  [Oral, Accept rate = 930/10,400=9%]
  [PDF] [Code] [Official Version]

• Video Polyp Segmentation: A Deep Learning Perspective
  Ge-Peng Ji^, Guobao Xiao^, Yu-Cheng Chou^, Deng-Ping Fan*, Kai Zhao, Geng Chen, and Luc Van Gool
  Machine Intelligence Research (MIR), 2022, 19 (6): 531-549. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [中文解读] [Code] Star [Official Version]

• Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers
  Bo Dong, Wenhai Wang, Deng-Ping Fan*, Jinpeng Li, Huazhu Fu, Ling Shao
  CAAI Artificial Intelligence Research (AIR), 2023. (中国科技期刊卓越行动计划高起点新刊)
  [PDF] [中译版] [Code] Star [Official Version]

• Progressively Normalized Self-Attention Network for Video Polyp Segmentation
  Ge-Peng Ji^, Yu-Cheng Chou^, Deng-Ping Fan*, Geng Chen, Huazhu Fu, Debesh Jha, Ling Shao
  Medical Image Computing and Computer Assisted Intervention (MICCAI), Strasbourg, France, September 27-October 1, 2021
  [Early Accept, Accept rate = 13% | Student Travel Award, Rate = 95/1630 = 5.8%]
  [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
  [MICCAI2024 Young Scientist Publication Impact Award Shortlist (~0.2% from 2019-2023 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]

• JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation
  Yu-Huan Wu, Shang-Hua Gao, Jie Mei, Jun Xu, Deng-Ping Fan, Rong-Guo Zhang, Ming-Ming Cheng*
  IEEE Transactions on Image Processing (TIP), 2021, 30: 3113-3126. (IF: 10.8)
  [ESI Hot Paper (0.1%) | 第二十二届中国国际工业博览会高校展区优秀展品特等奖]
  [PDF] [中译版] [Code] [Official Version]

• COVID-19 Lung Infection Segmentation with A Novel Two-Stage Cross-Domain Transfer Learning Framework
  Jiannan Liu, Bo Dong, Shuai Wang, Hui Cui, Deng-Ping Fan, Jiquan Ma*, Geng Chen*
  Medical Image Analysis (MIA), 2021, 74: 102205. (IF: 8.545)
  [PDF] [Code] [Official Version]

• Inf-Net: Automatic Covid-19 Lung Infection Segmentation from CT Images
  Deng-Ping Fan, Tao Zhou, Ge-Peng Ji, Yi Zhou, Geng Chen*, Huazhu Fu*, Jianbing Shen*, Ling Shao
  IEEE Transactions on Medical Imaging (TMI), 2020, 39 (8): 2626-2637. (IF: 11.037)
  [ESI Highly Cited Paper (1%) | TMI 50 most frequently accessed articles | Top-1 Most Cited Paper in IEEE TMI2020 | Extension of MICCAI 2020]
  [PDF] [中译版] [Code] Star [Official Version]

Miscellaneous

Backbone Network


• PVT v2: Improved baselines with Pyramid Vision Transformer
  Wenhai Wang*, Enze Xie, Xiang Li, Deng-Ping Fan, Kaitao Song, Ding Liang, Tong Lu, Ping Luo, Ling Shao
  Computational Visual Media (CVMJ), 2022, 8 (3): 415-424. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [ESI Hot Paper (0.1%) | Honorable Mention Award (link) | Top-3 Most Cited Paper within 5 Years in CVMJ]
  [PDF] [Code] 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]


Image Segmentation


• MaskFactory: Towards High-quality Synthetic Data Generation For Dichotomous Image Segmentation
  Haotian Qian, Yinda Chen, Shengtao Lou, Fahad Khan, Xiaogang Jin*, Deng-Ping Fan
  Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, Dec 10-15, 2024
  [PDF] [Homepage] [Code] [Official Version]

• Bilateral Reference for High-Resolution Dichotomous Image Segmentation
  Peng Zheng, Dehong Gao, Deng-Ping Fan*, Li Liu, Jorma Laaksonen, Wanli Ouyang, Nicu Sebe
  CAAI Artificial Intelligence Research (AIR), 2024. (中国科技期刊卓越行动计划高起点新刊)
  [PDF] [中译版] [Code] [Demo-1] [Demo-2] [Website] [Official Version]

• Highly Accurate Dichotomous Image Segmentation
  Xuebin Qin, Hang Dai, Xiaobin Hu, Deng-Ping Fan*, Ling Shao, Luc Van Gool
  European Conference on Computer Vision (ECCV), Tel Aviv, Israel, October 23-27, 2022
  [PDF] [中译版] [Project Page] [Code] Star [Online Demo] [Official Version]

• Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes
  Diandian Guo, Deng-Ping Fan*, Tongyu Lu, Christos Sakaridis, Luc Van Gool
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 17-21, 2024
  [Poster (Highlight), Accept rate = 324 /11532 = 2.8%]
  [PDF] [中译版] [Code] [Official Version]

• BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model
  Yiran Song, Qianyu Zhou, Xiangtai Li, Deng-Ping Fan, Xuequan Lu, Lizhuang Ma*
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 17-21, 2024
  [PDF] [中译版] [Code] [Official Version] [Supplemental]

• Sequential Interactive Image Segmentation
  Zheng Lin, Zhao Zhang, Zi-Yue Zhu, Deng-Ping Fan*, Xia-Lei Liu
  Computational Visual Media (CVMJ), 2023, 9 (4): 753–765. (IF: 17.3, 中国最具国际影响力学术期刊, CCF T2, Accept rate ~=10%)
  [PDF] [中译版] [Official Version]


Facial Sketch


• Facial-Sketch Synthesis: A New Challenge
  Deng-Ping Fan, Ziling Huang, Peng Zheng, Hong Liu*, Xuebin Qin*, Luc Van Gool
  Machine Intelligence Research (MIR), 2022, 19 (4): 257-287. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [中译版] [中文解读] [Video] [MIR报告PPT (百度盘提取码eoa3)] [视频解读] [Code] Star [Evaluation Tool] [FS2K dataset] [Awesome List] [Official Version]

• Scoot: A Perceptual Metric for Facial Sketches
  Deng-Ping Fan, ShengChuan Zhang, Yu-Huan Wu, Yun Liu, Ming-Ming Cheng*, Bo Ren, Paul Rosin, Rongrong Ji
  International Conference on Computer Vision (ICCV), Seoul, Korea, October 27-November 02, 2019
  [PDF] [中译版] [Project Page] [Supplementary Material] [Code] [Official Version]


Edge Detection


• Semantic Edge Detection with Diverse Deep Supervision
  Yun Liu, Ming-Ming Cheng*, Deng-Ping Fan, Le Zhang, Jia-Wang Bian, and Dacheng Tao
  International Journal of Computer Vision (IJCV), 2022, 130: 179-198. (IF: 11.6)
  [PDF] [中译版] [Code] [Official Version]


Evaluation Metrics


• 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]


Image Denoising


• Practical Blind Denoising via Swin-Conv-Unet and Data Synthesis
  Kai Zhang*, Yawei Li, Jingyun Liang, Jiezhang Cao, Yulun Zhang, Hao Tang, Deng-Ping Fan, Radu Timofte, Luc Van Gool
  Machine Intelligence Research (MIR), 2023. (IF: 6.4，中国国际影响力优秀学术期刊)
  [PDF] [Code] [中文解读] [Official Version]


Feature Matching


• 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]


AI for Science


• Connecting Dreams with Visual Brainstorming Instruction
  Yasheng Sun, Bohan Li, Mingchen Zhuge, Deng-Ping Fan*, Salman Khan, Fahad Shahbaz Khan, Hideki Koike
  Visual Intelligence (VI), 2025, x (xx): xx–xx. (中国科技期刊卓越行动计划高起点新刊, 《图像图形领域高质量科技期刊分级目录》T1类)
  [PDF] [中译版] [Code] [Official Version]

Patents

• US Patent App. 17/186,745, 2022, Domain Specific Pre-training of Cross Modality Transformer Model

• US Patent App. 17/475,099, 2022, Complementary Learning for Multi-modal Saliency Detection

• US Patent App. 17/336,748, 2022, Camouflaged Object Segmentation Method with Distraction Mining

• Chinese Patent App. ZL202110180500.8, 2022, Grouping reverse attention-based camouflage object detection method and system

• Chinese Patent App. ZL202110078735.6, 2022, Camouflage target image segmentation method based on information mining

• Chinese Patent App. ZL202110160367.X, 2022, Cooperative saliency object detection method and system based on collaborative learning

• Chinese Patent App. ZL201910347420.X, 2022, Video saliency object detection method based on attention transfer mechanism

• Chinese Patent App. ZL201810173285.7, 2022, Deep network-based universal detection method for multiple types of tasks

• Chinese Patent App. ZL201911416282.2, 2021, RGBD salient object detection method based on twin network

• Chinese Patent App. ZL201810171102.8, 2021, Binary-system-based foreground image similarity evaluation method

© Deng-Ping Fan