Preprints
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Context-measure: Contextualizing Metric for Camouflage
Chen-Yang Wang, Gepeng Ji, Song Shao, Ming-Ming Cheng, Deng-Ping Fan*
arXiv, 2026
[PDF] [Project] [-中译版-] [中文解读] [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
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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.
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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]
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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]. |
Fundamental Research in CV
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LawDIS: Language-Window-based Controllable Dichotomous Image Segmentation
Xinyu Yan, Meijun Sun, Ge-Peng Ji, Fahad Shahbaz Khan, Salman Khan, Deng-Ping Fan*
International Conference on Computer Vision (ICCV), Honolulu, Hawaiʻi, USA, October 19-23, 2025
[PDF] [中译版] [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, 3:9150038. (中国科技期刊卓越行动计划高起点新刊)
[2024年下载量超千万次&互联网+天津赛区金奖]
[PDF] [中译版] [Code] [Demo-1] [Demo-2] [Website] [Official Version] -
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
[Homepage] [-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] -
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] -
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: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[ESI Hot Paper (0.1%) | Honorable Mention Award (link) | Top-2 Most Cited Paper within 5 Years in CVMJ]
[PDF] [中译版] [中文解读] [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]
Dichotomous Image Segmentation
Backbone Network
AI in Healthcare
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Frontiers in Intelligent Colonoscopy
Ge-Peng Ji, Jingyi Liu, Peng Xu, Nick Barnes, Fahad Shahbaz Khan, Salman Khan, Deng-Ping Fan*
Machine Intelligence Research (MIR), 2026, 23 (1), 70-114. (IF: 8.7，中国最具国际影响力学术期刊)
[PDF] [中译版] [Code] [Official Version] -
PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation
Bo-Cheng Hu, Ge-Peng Ji, Dian Shao, Deng-Ping Fan*
Computational Visual Media (CVMJ), 2026, xx (x): xx-xxx. (IF: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[PDF] [中译版] [Jittor Code] [Official Version] -
OnUVS: An Online Motion Transfer Framework with Content-Texture Decoupling for High-Fidelity Ultrasound Video Synthesis
Zhou Han, Ni Dong, Chang Ao, Zhou Xinrui, Chen Rusi, Chen Yanlin, Liu Lian, Liang Jiamin, Huang Yuhao, Han Tong, Liu Zhe, Deng-Ping Fan, Yang Xin
IEEE Journal of Biomedical and Health Informatics (JBHI), 2026, xx (x): xx-xxx. (IF: 6.8)
[PDF] [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), 2025, 22 (1), 101–116. (IF: 8.7，中国最具国际影响力学术期刊)
[PDF] [Code] [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, 2: 9150015. (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] -
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
[ESI Hot Paper (0.1%)] [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: 8.7，中国最具国际影响力学术期刊)
[PDF] [中译版] [中文解读] [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] -
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: 13.7)
[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] -
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]
Medical Image/Video Analysis (Segmentation, Synthesis, etc)
Multimodal AI
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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, 11 (1): 29-81. (IF: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[NeurIPSW2023 Best Paper Award | Extension of NeurIPSW 2023]
[PDF] [-中译版-] [MIT科技评论] [Official Version] -
Effectiveness Assessment of Recent Large Vision-Language Models
Yao Jiang, Xinyu Yan, Ge-Peng Ji, Keren Fu*, Meijun Sun, Huan Xiong*, Deng-Ping Fan, Fahad Shahbaz Khan
Visual Intelligence (VI), 2024, 2 (17): 1–17. (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] [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, 66: 226101. (IF: 7.6, 中国最具国际影响力学术期刊, CCF A)
[PDF] [中文解读] [Official Version] -
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: 8.7，中国最具国际影响力学术期刊)
[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: 8.7，中国最具国际影响力学术期刊)
[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] -
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), 2026, 69 (2): 122101. (IF: 7.6, 中国最具国际影响力学术期刊, CCF A)
[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
[中译版] [Code] [Official Version]
Societies of Mind
Vision-Language
Vision-Audio
Concealed Visual Perception (CVP)
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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 (16): 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] -
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] -
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] -
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] -
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: 18.6)
[PDF] [中译版] [Code] [Official Version] -
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] [-中译版-] [Code] [Official Version] -
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] -
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] -
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] -
VSCode-v2: Dynamic Prompt Learning for General Visual Salient and Camoufaged Object 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)
[Code] [Official Version] -
Open-Vocabulary Camouflaged Object Segmentation with Cascaded Vision Language Models
Kai Zhao, Wubang Yuan, Zheng Wang, Guanyi Li, Xiaoqiang Zhu*, Deng-Ping Fan, Dan Zeng
Computational Visual Media (CVMJ), 2026, x (x): xxx–xxx (IF: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[PDF] [-中译版-] [Code] [Official Version] -
Run: Reversible unfolding network for concealed object segmentation
Chunming He, Rihan Zhang, Fengyang Xiao*, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu*
International Conference on Machine Learning (ICML), 2025, Vancouver, Canada, July 13-19
[PDF] [-中译版-] [Code] [Official Version] -
PlantCamo: Plant Camouflage Detection
Jinyu Yang^, Qingwei Wang^, Feng Zheng*, Peng Chen, Ales Leonardis, Deng-Ping Fan
CAAI Artificial Intelligence Research (AIR), 2025, 4: 9150045. (中国科技期刊卓越行动计划高起点新刊)
[PDF] [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, 68: 112104. (IF: 7.6, 中国最具国际影响力学术期刊, CCF A)
[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] [中文解读] [Code] [Official Version] [Supplemental] -
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: 18.6)
[PDF] [中译版] [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: 8.7，中国最具国际影响力学术期刊)
[PDF] [中译版] [Code] [国产生态MindX SDK] Star [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] -
Toward 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, 33 (7): 3462-3476. (IF: 8.4)
[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: 18.6)
[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] -
Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection
Fan Yang, Qiang Zhai, Xin Li*, Rui Huang, Ao Luo, Hong Cheng, Deng-Ping Fan
International Conference on Computer Vision (ICCV), Vitural, October 11-17, 2021
[Code] [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]
Survey/Benchamrk
COD Metrics
Camouflage Image Generation (CIG)
RGB-D COD
Referring COD
COD Ranking
RGB CID
IOC
Video COD
RGB COD/COS
Visual Attention
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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] -
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: 18.6)
[PDF] [中译版] [Code] Star [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: 18.6)
[ESI Highly Cited Paper (1%) | Extension of ECCV 2018]
[PDF] [中译版] [Project Page] [Code] [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] -
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: 18.6)
[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: 18.6)
[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
[中译版] [Project Page] [Evaluation Code] [CoSOD3K (Baidu: ky1v)] [CoSOD3K (Google)] [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: 18.6)
[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: 18.3, 中国最具国际影响力学术期刊, CCF B, 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] -
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: 13.7)
[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: 18.3, 中国最具国际影响力学术期刊, CCF B, 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: 18.3, 中国最具国际影响力学术期刊, CCF B, 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: 18.6)
[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: 18.6)
[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: 13.7)
[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: 18.3, 中国最具国际影响力学术期刊, CCF B, 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
[中译版] [Project Page] [Code] [Official Version]
SOD Metrics
RGB SOD
Co-SOD
Video SOD
Multi-modal SOD
Miscellaneous
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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] [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: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[PDF] [中译版] [Official Version] -
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: 8.7，中国最具国际影响力学术期刊)
[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] -
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] -
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: 18.6)
[PDF] [中译版] [Code] [Demo] [Official Version] -
Practical Blind Image 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, 20 (6), 822–836. (IF: 8.7，中国最具国际影响力学术期刊)
[PDF] [Code] [中文解读] [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: 18.6)
[PDF] [Code] [Official Version] -
AngleRoCL: Angle-Robust Concept Learning for Physically View-Invariant T2I Adversarial Patches
Wenjun Ji, Yuxiang Fu, Luyang Ying, Deng-Ping Fan, Yuyi Wang, Ming-Ming Cheng, Ivor Tsang, Qing Guo*
Conference on Neural Information Processing Systems (NeurIPS), San Diego, USA, Dec 02-07, 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
Computational Visual Media (CVMJ), 2026, x (x): xxx–xxx (IF: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[PDF] [-中译版-] [Code] [Official Version] -
Remote Sensing Tuning: A Survey
Dongshuo Yin, Ting-Feng Zhao, Deng-Ping Fan, Shutao Li, Bo Du, Xian Sun, Shi-Min Hu*
Computational Visual Media (CVMJ), 2025, 11 (5), 897–937 (IF: 18.3, 中国最具国际影响力学术期刊, CCF B, Accept rate<10%)
[中文解读] [Code] [Official Version] -
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, 3 (12): 1–18. (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]
Image Segmentation
Facial Sketch
Edge Detection
Evaluation Metrics
Image Denoising
Feature Matching
Adversarial Samples
Reconstruction
Remote Sensing
AI for Science