All you need is two domains: Unified RGB-Wavelet transformer for visual representation learning.

Ming Liu 0029 Beijing Institute of Technology, Yangtze Delta Region Academy, School of Opto-Electronics, School of Optics and Photonics, China https://orcid.org/0000-0001-8504-1335 Ming Liu Ming Liu 0001 劉明 Hong Kong University of Science and Technology Guangzhou (HKUST-GZ), Guangzhou, China Hong Kong University of Science and Technology, Department of Electronic and Computer Engineering, Robotics and Multi-perception Lab, Hong Kong City University of Hong Kong, Robotics and Multi-perception Lab (RAM-LAB), Hong Kong ETH Zurich, Autonomous Systems Laboratory, Switzerland Tongji University, CEIE, China http://www.ece.ust.hk/ece.php/profile/facultydetail/eelium https://scholar.google.com/citations?user=CdV5LfQAAAAJ https://orcid.org/0000-0002-4500-238X https://www.wikidata.org/entity/Q85214209 https://www.scopus.com/authid/detail.uri?authorId=55512872300 Ming Liu 0002 University of Electronic Science and Technology of China, School of Computer Science and Engineering, Chengdu, China Nanjing University, State Key Laboratory for Novel Software Technology, China Ming Liu 0003 https://scholar.google.com/citations?user=kpZq6QwAAAAJ https://orcid.org/0000-0002-1114-1728 https://www.researchgate.net/profile/Ming_Liu47/publications https://www.wikidata.org/entity/Q130847701 Ming Liu 0003 University of Electronic Science and Technology of China, School of Computer Science and Engineering, Chengdu, China Ming Liu 0002 https://orcid.org/0000-0003-1349-7143 https://www.wikidata.org/entity/Q88153559 Ming Liu 0004 Harbin Institute of Technology, School of Computer Science and Technology, China https://orcid.org/0000-0001-7915-1001 Ming Liu 0005 North Carolina State University, Neuromuscular Rehabilitation Engineering Laboratory, Raleigh, NC, USA Assist Equipment Development Inc, Cary, NC, USA University of Rhode Island, Department of Electrical, Computer, and Biomedical Engineering, Kingston, RI, USA https://orcid.org/0000-0003-0998-4221 https://orcid.org/0000-0001-6307-6713 https://www.wikidata.org/entity/Q96211950 Ming Liu 0006 University of Florida, Gainesville, FL, USA Ming Liu 0007 University of Technology, Connected Intelligence Centre, Sydney, Australia Southwest University, Education Research Institute, Chongqing, China University of Sydney, School of Electrical and Information Engineering, Australia https://sites.google.com/site/ming9902/ https://orcid.org/0000-0003-4256-6531 Ming Liu 0008 Tongji University, School of Economics and Management, Shanghai, China https://scholar.google.com/citations?user=OyRYZmAAAAAJ https://zbmath.org/authors/?q=ai:liu.ming https://orcid.org/0000-0003-3190-5008 https://orcid.org/0000-0002-4693-0073 https://www.wikidata.org/entity/Q58151152 https://www.wikidata.org/entity/Q58151140 https://www.researcherid.com/rid/E-3742-2013 https://www.scopus.com/authid/detail.uri?authorId=55531906300 https://d-nb.info/gnd/1023137178 Ming Liu 0009 University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, IL, USA Microsoft Corporation, Video Search Group University of Illinois at Urbana-Champaign, IL, USA Ming Liu 0010 Beijing Jiaotong University, Beijing Key Lab of Transportation Data Analysis and Mining, China INSA de Rennes, IETR, France https://faculty.bjtu.edu.cn/8799/ https://orcid.org/0000-0003-2956-0629 Ming Liu 0011 Royal Institute of Technology, Stockholm, Sweden University of Giessen, Germany Ming Liu 0012 Shaanxi Normal University, School of Computer Science, Xi'an, China Ministry of Education, Key Laboratory of Modern Teaching Technology, Xi'an, China Xidian University, Xi'an, China https://orcid.org/0000-0002-6724-8647 https://www.wikidata.org/entity/Q92519075 Ming Liu 0013 Princeton University, Department of Electrical Engineering, NJ, USA University of Michigan - Shanghai Jiao Tong University Joint Institute, Shanghai, China https://sites.google.com/site/mingliuprinceton https://orcid.org/0000-0002-5853-9194 Ming Liu 0014 Harbin Institute of Technology, School of Astronautics, China City University of Hong Kong, Department of Mathematics, Hong Kong https://orcid.org/0000-0002-1846-6445 Ming Liu 0015 Chinese Academy of Sciences, Institute of Semiconductors, State Key Laboratory on Integrated Optoelectronics, Beijing, China Tsinghua University, Institute of Microelectronics, Beijing, China Tsinghua University, Department of Electronic Engineering, Beijing, China Ming Liu 0017 University of Electronic Science and Technology of China, School of Information and Communication Engineering, Chengdu, China Zhengzhou University, China https://orcid.org/0000-0001-8540-6955 Ming Liu 0018 刘铭 Harbin Institute of Technolog, School of Computer Science and Technology, China https://orcid.org/0000-0001-9136-8481 Ming Liu 0019 Hohai University, College of Computer and Information, Laboratory of Array and Information Processing, Nanjing, China https://orcid.org/0000-0003-4780-5116 Ming Liu 0020 Beihang University, School of Biological Science and Medical Engineering, MOE Key Laboratory for Biomechanics and Mechanobiology, Beijing, China https://orcid.org/0000-0002-7301-3406 https://www.wikidata.org/entity/Q91908044 Ming Liu 0021 Shanghai Jiao Tong University, Department of Electronic Engineering, Shanghai, China University of Technology Sydney, Faculty of Engineering and Information Technology, Sydney, Australia https://orcid.org/0000-0002-3482-4871 Ming Liu 0022 Chinese Academy Sciences, Institute of Microelectronics, Beijing, China http://english.ime.cas.cn/pe/cm/201601/t20160108_158583.html https://scholar.google.com/citations?user=XgU2Ph0AAAAJ https://orcid.org/0000-0002-0937-7547 https://www.wikidata.org/entity/Q100666359 Ming Liu 0023 Hong Kong Polytechnic University, Department of Electrical Engineering, Hong Kong https://orcid.org/0000-0001-6633-6285 Ming Liu 0024 Changchun University of Technology, Department of Applied Mathematics, Changchun, China https://orcid.org/0000-0001-9369-2584 Ming Liu 0025 Shandong University of Science and Technology, Department of Electrical Engineering and Information Technology, Jinan, China https://orcid.org/0000-0002-0666-3564 Ming Liu 0026 Xi'an Jiaotong University, State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China https://orcid.org/0000-0002-3050-3173 Ming Liu 0027 University of Wisconsin at Madison, WI, USA University of Washington at Seattle, WA, USA https://mgliu.sites.cs.wisc.edu/index.html https://scholar.google.com/citations?user=_JNse44AAAAJ https://orcid.org/0000-0002-6509-9449 https://www.wikidata.org/entity/Q130951700 Ming Liu 0028 Monash University, NCHA, Melbourne, Australia Deakin University, School of Information Technology, Melbourne, Australia Monash University, Faculty of Information Technology, Melbourne, Australia https://grayming.github.io/Ming-Liu/ https://scholar.google.com/citations?user=QzTINAIAAAAJ https://www.linkedin.com/in/ming-liu-510a41129 https://orcid.org/0000-0002-2160-6111 Ming Liu 0030 Soochow University, Suzhou, China Ming Liu 0031 Xidian University, Joint International Research Laboratory of Intelligent Perception and Computation, Xi'an, China https://orcid.org/0009-0001-9684-0009 https://ieeexplore.ieee.org/author/37089411421

Yu Fu Weichao Yi Liquan Dong Ming Liu 0029 Lingqin Kong All you need is two domains: Unified RGB-Wavelet transformer for visual representation learning. 115239 2026 335 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2025.115239 db/journals/kbs/kbs335.html#FuYDLK26 streams/journals/kbs

Peng Yang Ming Liu 0029 Liquan Dong Lingqin Kong Yuejin Zhao Polynomial Fitting-Based Estimation of Spatially Varying Point Spread Function From a Single Image. 12052-12065 2025 December 35 IEEE Trans. Circuits Syst. Video Technol. 12 https://doi.org/10.1109/TCSVT.2025.3586846 db/journals/tcsv/tcsv35.html#YangLDKZ25 streams/journals/tcsv

Lingqin Kong Luyao Li Jing Yuan Yuejin Zhao Liquan Dong Ming Liu 0029 Yuebin Zhao Tielin Lu Xuhong Chu High-precision hemoglobin detection based on hyperspectral reconstruction of RGB images. 105904 2024 91 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2023.105904 db/journals/bspc/bspc91.html#KongLYZDLZLC24

Shilei Sun Ming Liu 0029 Zhongyi Fan Qingliang Jiao Yuxue Liu Liquan Dong Lingqin Kong Efficient ray sampling for radiance fields reconstruction. 48-59 2024 118 Comput. Graph. https://doi.org/10.1016/j.cag.2023.11.005 db/journals/cg/cg118.html#SunLFJLDK24

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao Towards Compact Single Image Dehazing via Task-related Contrastive Network. 121130 2024 January 235 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2023.121130 db/journals/eswa/eswa235.html#YiDLHKZ24

Tianshun You Ming Liu 0029 Yongming Zhao Liquan Dong OF-DFN: Optical flow prediction network for different perspective image fusion. 127737 2024 591 Neurocomputing https://doi.org/10.1016/j.neucom.2024.127737 db/journals/ijon/ijon591.html#YouLZD24

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao SID-Net: single image dehazing network using adversarial and contrastive learning. 71619-71638 2024 August 83 Multim. Tools Appl. 28 https://doi.org/10.1007/s11042-024-18502-7 db/journals/mta/mta83.html#YiDLHKZ24 streams/journals/mta

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao Priors-assisted dehazing network with attention supervision and detail preservation. 106165 2024 173 Neural Networks https://doi.org/10.1016/j.neunet.2024.106165 https://www.wikidata.org/entity/Q128525827 db/journals/nn/nn173.html#YiDLHKZ24

Qisen Zhao Liquan Dong Ming Liu 0029 Lingqin Kong Xuhong Chu Mei Hui Yuejin Zhao Visible/Infrared Image Registration Based on Region-Adaptive Contextual Multifeatures. 1-17 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3385088 db/journals/tgrs/tgrs62.html#ZhaoDLKCHZ24

Yuxue Liu Ming Liu 0029 Yuzhang Yan Shilei Sun Liquan Dong Lingqin Kong Calibration Method for Wide-Field Machine Vision System Based on Laser Projection Turntable. 1-12 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3381283 db/journals/tim/tim73.html#LiuLYSDK24

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao MFAF-Net: image dehazing with multi-level features and adaptive fusion. 2293-2307 2024 April 40 Vis. Comput. 4 https://doi.org/10.1007/s00371-023-02917-8 db/journals/vc/vc40.html#YiDLHKZ24

Peng Yang Lingqin Kong Ming Liu 0029 Ge Tang Liquan Dong Yuejin Zhao Xuhong Chu Mei Hui Response index: quantitative evaluation index of translational equivariance. 28642-28654 2023 December 53 Appl. Intell. 23 https://doi.org/10.1007/s10489-023-05021-5 db/journals/apin/apin53.html#YangKLTDZCH23

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao Frequency-guidance Collaborative Triple-branch Network for single image dehazing. 102577 2023 December 80 Displays https://doi.org/10.1016/j.displa.2023.102577 db/journals/displays/displays80.html#YiDLHKZ23

Weichao Yi Liquan Dong Ming Liu 0029 Mei Hui Lingqin Kong Yuejin Zhao Semi-supervised progressive dehazing network using unlabeled contrastive guidance. 126494 2023 September 551 Neurocomputing https://doi.org/10.1016/j.neucom.2023.126494 db/journals/ijon/ijon551.html#YiDLHKZ23

Shilei Sun Ming Liu 0029 Zhongyi Fan Yuxue Liu Chengwei Lv Liquan Dong Lingqin Kong Efficient Ray Sampling for Radiance Fields Reconstruction. 2023 abs/2308.15547 CoRR https://doi.org/10.48550/arXiv.2308.15547 db/journals/corr/corr2308.html#abs-2308-15547

Weichao Yi Liquan Dong Ming Liu 0029 Yuejin Zhao Mei Hui Lingqin Kong Gated residual feature attention network for real-time Dehazing. 17449-17464 2022 52 Appl. Intell. 15 https://doi.org/10.1007/s10489-022-03157-4 db/journals/apin/apin52.html#YiDLZHK22

Weichao Yi Liquan Dong Ming Liu 0029 Yuejin Zhao Mei Hui Lingqin Kong DCNet: dual-cascade network for single image dehazing. 16771-16783 2022 34 Neural Comput. Appl. 19 https://doi.org/10.1007/s00521-022-07319-w db/journals/nca/nca34.html#YiDLZHK22

Mi Yan Yuejin Zhao Ming Liu 0029 Lingqin Kong Liquan Dong High-speed moving target tracking of multi-camera system with overlapped field of view. 1369-1377 2021 15 Signal Image Video Process. 7 https://doi.org/10.1007/s11760-021-01867-9 db/journals/sivp/sivp15.html#YanZLKD21

Wenlong Liu Yuejin Zhao Ming Liu 0029 Weichao Yi Liquan Dong Mei Hui Triple-adjacent-frame generative network for blind video motion deblurring. 153-165 2020 376 Neurocomputing https://doi.org/10.1016/j.neucom.2019.09.031 https://www.wikidata.org/entity/Q127255425 db/journals/ijon/ijon376.html#LiuZLYDH20

Liquan Dong Haoyuan Du Ming Liu 0029 Yuejin Zhao Xueyan Li Shijia Feng Xiaohua Liu Mei Hui Lingqin Kong Qun Hao Extended-depth-of-field object detection with wavefront coding imaging system. 597-603 2019 125 Pattern Recognit. Lett. https://doi.org/10.1016/j.patrec.2019.06.011 https://www.wikidata.org/entity/Q127773001 db/journals/prl/prl125.html#DongDLZLFLHKH19

Haoyuan Du Liquan Dong Ming Liu 0029 Yuejin Zhao Wei Jia Xiaohua Liu Mei Hui Lingqin Kong Qun Hao Image Restoration Based on Deep Convolutional Network in Wavefront Coding Imaging System. 1-8 2018 DICTA https://doi.org/10.1109/DICTA.2018.8615824 conf/dicta/2018 db/conf/dicta/dicta2018.html#DuDLZJLHKH18 Ya Zhou Yuejin Zhao Yao Hu 0004 Liquan Dong Ming Liu 0029 Dayuan Yan Several issues and possible solutions in compulsory project-based course. 1-7 2014 FIE https://doi.org/10.1109/FIE.2014.7044177 https://doi.ieeecomputersociety.org/10.1109/FIE.2014.7044177 conf/fie/2014 db/conf/fie/fie2014.html#ZhouZHDLY14 Yao Hu 0004 Ya Zhou Liquan Dong Ming Liu 0029 Yuejin Zhao Qun Hao Aptitude digging education in project-based course. 41-43 2013 FIE https://doi.org/10.1109/FIE.2013.6684785 https://doi.ieeecomputersociety.org/10.1109/FIE.2013.6684785 conf/fie/2013 db/conf/fie/fie2013.html#HuZDLZH13 Ya Zhou Yao Hu 0004 Liquan Dong Ming Liu 0029 Yuejin Zhao Qun Hao Let's do it OR deal with it: Teamwork in project-based learning. 1510-1512 2013 FIE https://doi.org/10.1109/FIE.2013.6685088 https://doi.ieeecomputersociety.org/10.1109/FIE.2013.6685088 conf/fie/2013 db/conf/fie/fie2013.html#ZhouHDLZH13 Xuhong Chu Liquan Dong Haoyuan Du Zhongyi Fan Shijia Feng Yu Fu Qun Hao Yao Hu 0004 Mei Hui Wei Jia Qingliang Jiao Lingqin Kong Luyao Li Xueyan Li Wenlong Liu Xiaohua Liu Yuxue Liu Tielin Lu Chengwei Lv Shilei Sun Ge Tang Dayuan Yan Mi Yan Yuzhang Yan Peng Yang Weichao Yi Tianshun You Jing Yuan Qisen Zhao Yongming Zhao Yuebin Zhao Yuejin Zhao Ya Zhou