CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild.

Hao Sun 0019 Beijing University of Posts and Telecommunications, China https://ieeexplore.ieee.org/author/37089966654 https://orcid.org/0009-0000-6752-9580 Hao Sun Hao Sun 0001 The Chinese University of Hong Kong Ohio State University, Columbus, OH, USA https://orcid.org/0000-0002-5547-9501 https://www.wikidata.org/entity/Q57000211 https://www.researcherid.com/rid/J-9964-2013 Hao Sun 0002 Renmin University of China, Gaoling School of Artificial Intelligence, Beijing, China Northeastern University, Department of Civil and Environmental Engineering, Lab for Infrastructure Sensing and Data Science, Boston, MA, USA Massachusetts Institute of Technology, Cambridge, MA, USA Columbia University, New York, NY, USA http://web.mit.edu/haosun/www/ https://gsai.ruc.edu.cn/addons/teacher/index/info.html?user_id=25 https://openreview.net/profile?id=~Hao_Sun4 https://scholar.google.com/citations?user=PaxAtLkAAAAJ https://www.linkedin.com/in/hao-sun-9534362b https://orcid.org/0000-0002-5145-3259 https://www.wikidata.org/entity/Q58015081 https://www.researcherid.com/rid/C-9548-2014 https://www.scopus.com/authid/detail.uri?authorId=55792579200 Hao Sun 0003 China University of Mining and Technology, College of Geoscience and Surveying Engineering, Beijing, China Beijing Normal University, College of Resources Science and Technology, China https://orcid.org/0000-0001-5705-9749 https://orcid.org/0000-0002-6315-4838 https://www.wikidata.org/entity/Q92361677 Hao Sun 0004 National University of Defense Technology, College of Computer, Changsha, China https://orcid.org/0000-0002-1270-9768 Hao Sun 0005 Hebei University of Technology, School of Control Science and Engineering, Tianjin, China https://orcid.org/0000-0003-3750-1856 https://www.wikidata.org/entity/Q92467570 Hao Sun 0006 University of Rostock, Chair of Mechatronics, Germany Hao Sun 0007 Chongqing University, Department of Communication Engineering, China https://orcid.org/0000-0002-5593-4340 Hao Sun 0008 Hefei University of Technology, School of Mechanical Engineering, China Hefei University of Technology, School of Automotive and Transportation Engineering, China https://orcid.org/0000-0002-0251-9733 https://orcid.org/0000-0003-1036-0256 Hao Sun 0009 Chinese Academy of Sciences, Institute of Electronics, Key Laboratory of Technology in Geo-Spatial Information Processing and Application System, Beijing, China Hao Sun 0010 Huazhong University of Science and Technology, School of Management, Wuhan, China Tsinghua University, School of Economics and Management, Beijing, China https://orcid.org/0000-0002-6230-3176 https://www.scopus.com/authid/detail.uri?authorId=56305924400 Hao Sun 0011 Northwestern Polytechnical University, Xi'an, Shaanxi, China https://orcid.org/0000-0003-0667-5589 Hao Sun 0012 Tsinghua University, China https://www.semanticscholar.org/author/Hao-Sun/144990601 https://scholar.google.com/citations?user=aU0XTgUAAAAJ https://orcid.org/0000-0002-0434-9694 Hao Sun 0013 Zhejiang University, School of Software Technology, Hangzhou, China https://orcid.org/0000-0001-8094-1991 Hao Sun 0014 Central China Normal University, School of Computer, Wuhan, China https://scholar.google.com/citations?user=LIoUsNsAAAAJ https://orcid.org/0000-0002-1314-4957 Hao Sun 0015 Microsoft AI, Beijing, China Peking University, Beijing, China University of Electronic Science and Technology of China, Chengdu, China https://dl.acm.org/profile/99659369200 https://orcid.org/0000-0001-8456-7925 https://orcid.org/0009-0004-5027-7478 https://www.wikidata.org/entity/Q130932989 Hao Sun 0016 Yanshan University, School of Electrical Engineering, Engineering Research Center of the Ministry of Education for Intelligent Control System and Intelligent Equipment, Qinhuangdao, China https://orcid.org/0000-0002-6983-8149 Hao Sun 0017 University of Cambridge, DAMTP, Department of Applied Mathematics and Theoretical Physics, UK Hao Sun 0018 Nankai University, College of Artificial Intelligence, Tianjin, China https://ieeexplore.ieee.org/author/37086057855 https://orcid.org/0000-0002-9730-0063 https://orcid.org/0000-0002-1189-1430 Hao Sun 0020 Yongjiang Laboratory (Y-LAB), Ningbo, China Harbin Institute of Technology, Harbin, China https://orcid.org/0000-0002-8372-4551 https://ieeexplore.ieee.org/author/37086115373 Hao Sun 0021 ETH Zurich, Advanced Software Technologies (AST) Lab, Zurich, Switzerland https://haosun.info/ https://orcid.org/0000-0003-2095-092X https://scholar.google.com/citations?user=9DVUpAEAAAAJ https://twitter.com/ha0_sun https://github.com/SunHao-0 https://www.wikidata.org/entity/Q130927469 Hao Sun 0022 University of Houston, TX, USA University of Waterloo, Department of Combinatorics and Optimization, ON, Canada https://orcid.org/0000-0002-2000-8080 Hao Sun 0023 National University of Defense Technology, College of Computer, Changsha, China https://orcid.org/0000-0002-2938-2714 Hao Sun 0024 University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, MO, USA https://ieeexplore.ieee.org/author/37087473268 https://orcid.org/0000-0003-3238-8225 Hao Sun 0025 Southern Medical University, School of Biomedical Engineering, Guangzhou, China https://ieeexplore.ieee.org/author/37088808789 https://orcid.org/0000-0003-4873-6992 Hao Sun 0026 Qingdao University, School of Business, China https://orcid.org/0000-0001-7154-4572 Hao Sun 0027 Zhejiang Gongshang University, School of Information and Electronic Engineering, Hangzhou, China https://orcid.org/0000-0002-4072-9408 Hao Sun 0028 Chinese Academy of Sciences, Institute of Information Engineering, Beijing, China University of Chinese Academy of Sciences, School of Cyber Security, Beijing, China https://orcid.org/0000-0001-6900-0672 https://www.wikidata.org/entity/Q131113457 Hao Sun 0029 University of Surrey, School of Engineering, Guildford, UK University College London, UK https://ieeexplore.ieee.org/author/37089375316 https://orcid.org/0009-0005-3059-8335 Hao Sun 0030 Chinese Academy of Sciences, Aerospace Information Research Institute, Beijing, China Xidian University, National Lab of Radar Signal Processing, Xi'an, China https://orcid.org/0000-0001-9918-7298 Hao Sun 0031 Nanjing University of Aeronautics and Astronautics, College of Astronautics, China https://orcid.org/0009-0003-6443-4756 Hao Sun 0032 Wuhan University of Technology, School of Information Engineering, China https://orcid.org/0000-0002-5963-2593 https://www.wikidata.org/entity/Q130919987 Hao Sun 0033 Xidian University, State Key Laboratory of Integrated Services Networks, Xi'an, China https://ieeexplore.ieee.org/author/37088473031 https://orcid.org/0009-0005-6025-5560 Hao Sun 0034 Xi'an Jiaotong University, State Key Laboratory of Electrical Insulation and Power Equipment, China https://ieeexplore.ieee.org/author/37713947700 https://orcid.org/0000-0002-8723-9932 Hao Sun 0035 ShanghaiTech University, School of Information Science and Technology, China Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, China University of Chinese Academy of Sciences, School of Electronic, Electrical and Communication Engineering, Beijing, China https://orcid.org/0000-0003-4518-2533 Hao Sun 0036 Beijing Advanced Medical Technologies, Ltd. Inc., China Tsinghua University, Department of Mechanical Engineering, State Key Laboratory of Tribology in Advanced Equipment, Beijing, China Northwestern Polytechnical University, Xi'an, China https://ieeexplore.ieee.org/author/37089565981 https://orcid.org/0000-0002-8381-8734 Hao Sun 0037 Anhui University of Technology, School of Civil Engineering and Architecture, Maanshan, China Delft University of Technology, Department of Values, Technology, and Innovation, The Netherlands China University of Petroleum (East China), College of Mechanical and Electronic Engineering, Qingdao, China https://orcid.org/0000-0002-3871-1954 Hao Sun 0038 China Telecom, Beijing, China https://orcid.org/0009-0007-7917-1628 https://www.wikidata.org/entity/Q131167653 Hao Sun 0039 Beijing University of Technology, Department of Biomedical Engineering, China https://orcid.org/0000-0002-6752-5982 Hao Sun 0040 University of Science and Technology Beijing, School of Resources and Safety Engineering, China https://orcid.org/0000-0001-9190-3237 Hao Sun 0041 Chinese University of Hong Kong, School of Science and Engineering, Future Network of Intelligence Institute, Shenzhen, China https://ieeexplore.ieee.org/author/37088932628 https://orcid.org/0000-0002-3738-439X Hao Sun 0042 National University of Defense Technology, College of Electronic Science and Technology, Changsha, China https://ieeexplore.ieee.org/author/37089732203 https://orcid.org/0009-0006-3450-8103 Hao Sun 0043 Xidian University, School of Optoelectronic Engineering, Xi'an, China https://orcid.org/0000-0003-0189-1784 https://www.wikidata.org/entity/Q104140652

Siyuan Yao Hao Sun 0019 Ruiqi Yu Xiwei Jiang Wenqi Ren Xiaochun Cao CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild. 2026 April abs/2604.08287 CoRR https://doi.org/10.48550/arXiv.2604.08287 db/journals/corr/corr2604.html#abs-2604-08287 streams/journals/corr

Yifei Cheng 0002 Li Shen 0008 Hao Sun 0019 Nan Yin Xiaochun Cao Enhong Chen LightSAM: Parameter-Agnostic Sharpness-Aware Minimization. 2025 May abs/2505.24399 CoRR https://doi.org/10.48550/arXiv.2505.24399 db/journals/corr/corr2505.html#abs-2505-24399 streams/journals/corr

Hao Sun 0019 Li Shen 0008 Qihuang Zhong Liang Ding 0006 Shixiang Chen Jingwei Sun 0001 Jing Li 0047 Guangzhong Sun Dacheng Tao AdaSAM: Boosting sharpness-aware minimization with adaptive learning rate and momentum for training deep neural networks. 506-519 2024 January 169 Neural Networks https://doi.org/10.1016/j.neunet.2023.10.044 db/journals/nn/nn169.html#SunSZDCSLST24

Siyuan Yao Hao Sun 0019 Tian-Zhu Xiang Xiao Wang 0017 Xiaochun Cao Hierarchical Graph Interaction Transformer With Dynamic Token Clustering for Camouflaged Object Detection. 5936-5948 2024 33 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2024.3475219 db/journals/tip/tip33.html#YaoSXWC24 streams/journals/tip

Siyuan Yao Hao Sun 0019 Tian-Zhu Xiang Xiao Wang 0017 Xiaochun Cao Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection. 2024 abs/2408.15020 CoRR https://doi.org/10.48550/arXiv.2408.15020 db/journals/corr/corr2408.html#abs-2408-15020 streams/journals/corr

Yan Sun Li Shen 0008 Hao Sun 0019 Liang Ding 0006 Dacheng Tao Efficient Federated Learning Via Local Adaptive Amended Optimizer With Linear Speedup. 14453-14464 2023 December 45 IEEE Trans. Pattern Anal. Mach. Intell. 12 https://doi.org/10.1109/TPAMI.2023.3300886 db/journals/pami/pami45.html#SunSSDT23

Zhihao Cheng Liu Liu 0014 Aishan Liu Hao Sun 0019 Meng Fang Dacheng Tao On the Guaranteed Almost Equivalence Between Imitation Learning From Observation and Demonstration. 677-689 2023 February 34 IEEE Trans. Neural Networks Learn. Syst. 2 https://doi.org/10.1109/TNNLS.2021.3099621 db/journals/tnn/tnn34.html#ChengLLSFT23

Hao Sun 0019 Li Shen 0008 Qihuang Zhong Liang Ding 0006 Shixiang Chen Jingwei Sun 0001 Jing Li 0047 Guangzhong Sun Dacheng Tao AdaSAM: Boosting Sharpness-Aware Minimization with Adaptive Learning Rate and Momentum for Training Deep Neural Networks. 2023 abs/2303.00565 CoRR https://doi.org/10.48550/arXiv.2303.00565 db/journals/corr/corr2303.html#abs-2303-00565

Yan Sun Li Shen 0008 Hao Sun 0019 Liang Ding 0006 Dacheng Tao Efficient Federated Learning via Local Adaptive Amended Optimizer with Linear Speedup. 2023 abs/2308.00522 CoRR https://doi.org/10.48550/arXiv.2308.00522 db/journals/corr/corr2308.html#abs-2308-00522

Hao Sun 0019 Li Shen 0008 Shixiang Chen Jingwei Sun 0001 Jing Li 0047 Guangzhong Sun Dacheng Tao FedLALR: Client-Specific Adaptive Learning Rates Achieve Linear Speedup for Non-IID Data. 2023 abs/2309.09719 CoRR https://doi.org/10.48550/arXiv.2309.09719 db/journals/corr/corr2309.html#abs-2309-09719

Jingwei Sun 0001 Tao Yan Hao Sun 0019 Huancheng Lin Guangzhong Sun Lossy Compression of Communication Traces Using Recurrent Neural Networks. 3106-3116 2022 33 IEEE Trans. Parallel Distributed Syst. 11 https://doi.org/10.1109/TPDS.2021.3132417 https://www.wikidata.org/entity/Q111519676 db/journals/tpds/tpds33.html#SunYSLS22

Yunzhuo Wang Hao Sun 0019 Guangzhong Sun DSP-PIGAN: A Precision-Consistency Machine Learning Algorithm for Solving Partial Differential Equations. 21-26 2021 ICMLC https://doi.org/10.1145/3457682.3457686 conf/icmlc2/2021 db/conf/icmlc2/icmlc2021.html#WangSS21 Junwei Wu Jingwei Sun 0001 Hao Sun 0019 Guangzhong Sun Performance Analysis of Graph Neural Network Frameworks. 118-127 2021 ISPASS https://doi.org/10.1109/ISPASS51385.2021.00029 conf/ispass/2021 db/conf/ispass/ispass2021.html#WuSSS21 Hao Sun 0019 Yunzhuo Wang Jingwei Sun 0001 Guangzhong Sun Fast Training of POI Recommendation Models Using Gradient Compression. 72-86 2020 SpatialDI https://doi.org/10.1007/978-3-030-69873-7_6 conf/spatialdi/2020 db/conf/spatialdi/spatialdi2020.html#SunWSS20

Zhihao Cheng Liu Liu 0014 Aishan Liu Hao Sun 0019 Meng Fang Dacheng Tao On the Guaranteed Almost Equivalence between Imitation Learning from Observation and Demonstration. 2020 abs/2010.08353 CoRR https://arxiv.org/abs/2010.08353 db/journals/corr/corr2010.html#abs-2010-08353

Xi Zhang 0013 Guangzhong Sun Yigong Pan Hao Sun 0019 Yu He Jiali Tan Students performance modeling based on behavior pattern. 1659-1670 2018 9 J. Ambient Intell. Humaniz. Comput. 5 https://doi.org/10.1007/s12652-018-0864-6 https://www.wikidata.org/entity/Q129787593 db/journals/jaihc/jaihc9.html#ZhangSPSHT18

Xi Zhang 0013 Guangzhong Sun Yigong Pan Hao Sun 0019 Jiali Tan Poor performance discovery of college students based on behavior pattern. 1-8 2017 SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI https://doi.org/10.1109/UIC-ATC.2017.8397506 conf/uic/2017 db/conf/uic/uic2017.html#ZhangSPST17 Xiaochun Cao Enhong Chen Shixiang Chen Yifei Cheng 0002 Zhihao Cheng Liang Ding 0006 Meng Fang Yu He Xiwei Jiang Jing Li 0047 Huancheng Lin Aishan Liu Liu Liu 0014 Yigong Pan Wenqi Ren Li Shen 0008 Guangzhong Sun Jingwei Sun 0001 Yan Sun Jiali Tan Dacheng Tao Xiao Wang 0017 Yunzhuo Wang Junwei Wu Tian-Zhu Xiang Tao Yan Siyuan Yao Nan Yin Ruiqi Yu Xi Zhang 0013 Qihuang Zhong