Hyperspectral single-source domain generalization via structured data simulation and domain-disparity decorrelation.

Qian Liu 0008 Nanjing University of Science and Technology, School of Computer Science and Engineering, Nanjing, China https://orcid.org/0000-0002-8512-8630 Qian Liu Qian Liu 0001 Dalian University of Technology, School of Computer Science and Technology, China State University of New York at Buffalo, Department of Computer Science and Engineering, NY, USA http://ice.dlut.edu.cn/LiuQian/index.html https://cse.buffalo.edu/UBMM/People/qian_liu.html https://scholar.google.com/citations?user=BFw9xJcAAAAJ https://orcid.org/0000-0003-2282-4572 https://www.researcherid.com/rid/P-4679-2016 Qian Liu 0002 劉倩 Hong Kong University of Science and Technology, Department of Industrial Engineering and Logistics Management, Hong Kong http://repository.ust.hk/ir/AuthorProfile/liu-qian https://scholar.google.com/citations?user=w52ajLIAAAAJ https://orcid.org/0000-0002-4678-3333 https://www.wikidata.org/entity/Q84770935 https://www.scopus.com/authid/detail.uri?authorId=55712267600 https://d-nb.info/gnd/135966159 Qian Liu 0003 Huazhong University of Science and Technology, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Wuhan, China https://orcid.org/0000-0002-8398-1021 https://www.wikidata.org/entity/Q50959773 https://www.researcherid.com/rid/D-8184-2011 Qian Liu 0004 Beijing University of Posts and Telecommunications, School of Information and Communication Engineering, China https://orcid.org/0000-0003-1198-305X Qian Liu 0005 University of Manchester, UK Beijing University of Technology, Embedded Software and Systems Institute, Beijing, China Qian Liu 0006 Virginia Tech, Blacksburg, VA, USA Qian Liu 0007 Wuhan University, School of Information Management, Wuhan, China https://orcid.org/0000-0002-1270-7965 Qian Liu 0009 Chongqing University of Posts and Telecommunications, School of Communication and Information Engineering, China Beijing University of Posts and Telecommunications, Key Laboratory of Universal Wireless Communications, MOE, Beijing, China https://orcid.org/0000-0002-0517-7687 Qian Liu 0010 Nanjing University of Information Science and Technology, School of Electronic and Information Engineering, Nanjing, China Nanjing University of Posts and Telecommunications, School of Automation, Nanjing, China Qian Liu 0011 George Mason University, Department of Geography and Geoinformation Science, Fairfax, VA, USA https://orcid.org/0000-0003-3876-4877 https://www.wikidata.org/entity/Q98939675 Qian Liu 0012 University of Auckland, Auckland, New Zealand Nanyang Technological University, Singapore University of Technology Sydney, Sydney, Australia Beijing Institute of Technology, Beijing, China https://profiles.auckland.ac.nz/liu-qian/publications https://orcid.org/0000-0002-3162-935X https://scholar.google.com/citations?user=HgV7-XQAAAAJ https://www.wikidata.org/entity/Q131165414 Qian Liu 0013 Central University of Finance and Economics, Beijing, China Xi'an Jiaotong University, School of Management, China https://orcid.org/0000-0001-9125-808X Qian Liu 0014 Nanyang Technological University, Singapore Qian Liu 0015 University of Manitoba, Winnipeg, Canada https://orcid.org/0000-0001-9832-596X https://www.wikidata.org/entity/Q130878997 Qian Liu 0016 Shandong Normal University, School of Mathematics and Statistics, Jinan, China https://orcid.org/0000-0001-6038-4219 Qian Liu 0017 https://orcid.org/0009-0005-3259-6405 Zhejiang University, Hangzhou, China Qian Liu 0018 https://orcid.org/0000-0001-7528-2397 Shandong Normal University, Jinan, China Qian Liu 0019 https://orcid.org/0000-0003-1008-7245 Institute of Oceanography, Chinese Academy of Sciences, Qingdao, Shandong, China Qian Liu 0020 https://orcid.org/0000-0003-4205-3509 Guangdong University of Technology, Guangzhou, China Qian Liu 0021 https://orcid.org/0000-0001-7763-8801 Nanyang Technological University, Singapore Qian Liu 0022 https://orcid.org/0000-0002-3252-2845 Harbin Institute of Technology, Harbin, Heilongjiang, China Qian Liu 0023 https://orcid.org/0000-0002-2683-464X Beijing Normal University, Beijing, China Qian Liu 0024 https://orcid.org/0000-0003-4658-6361 https://www.wikidata.org/entity/Q118390637 University of Chinese Academy of Sciences, Beijing, China Qian Liu 0025 https://orcid.org/0000-0002-0725-2572 Yanshan University, Qinhuangdao, China Qian Liu 0026 https://orcid.org/0000-0002-1412-0615 https://www.wikidata.org/entity/Q96138363 University of Otago, Dunedin, New Zealand Qian Liu 0027 https://orcid.org/0000-0002-8107-6132 Shanxi University, Taiyuan, China Qian Liu 0028 https://orcid.org/0000-0003-4658-9503 State Grid Hunan Electric Power Limited Company, China Qian Liu 0029 https://orcid.org/0000-0001-7817-6629 Beijing Electronic Science and Technology Institute, Beijing, China Qian Liu 0030 https://orcid.org/0000-0002-0649-5951 Harbin Medical University, Harbin, China Qian Liu 0031 https://orcid.org/0000-0002-5127-7718 Tianjin University of Technology, Tianjin, China Qian Liu 0032 https://orcid.org/0000-0001-9070-2863 https://www.wikidata.org/entity/Q91264560 Jinan University, Guangzhou, Guangdong, China Qian Liu 0033 刘乾 ByteDance, TikTok AI Innovation Center, Singapore Microsoft Research Asia, China Beihang University, Beijing, China https://siviltaram.github.io/ https://scholar.google.com/citations?user=bcbeUo0AAAAJ https://www.linkedin.com/in/SivilTaram/ https://twitter.com/sivil_taram https://github.com/SivilTaram https://orcid.org/0000-0003-0511-0658 Qian Liu 0034 Xihua University, School of Computer and Software Engineering, Chengdu, China https://ieeexplore.ieee.org/author/37089943774 https://orcid.org/0000-0001-9358-9464 Qian Liu 0035 Hainan University, School of Information and Communication Engineering, Haikou, China https://orcid.org/0000-0001-5341-1290

Haotian Hu Yunpeng Zheng Qian Liu 0008 Shuai Yang 0003 Biqi Wang Xiaohui Yuan 0001 Lichuan Gu Hyperspectral single-source domain generalization via structured data simulation and domain-disparity decorrelation. 2026 116429 348 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2026.116429 db/journals/kbs/kbs348.html#HuZLYWYG26 streams/journals/kbs

Zhen Zhang 0070 Shuai Yang 0003 Qianlong Dang Tingting Jiang 0004 Qian Liu 0008 Chao Wang 0104 Lichuan Gu Improving diversity and invariance for single domain generalization. 121656 2025 692 Inf. Sci. https://doi.org/10.1016/j.ins.2024.121656 db/journals/isci/isci692.html#ZhangYDJLWG25 streams/journals/isci

Shangdong Zheng Zebin Wu 0001 Yang Xu 0006 Qian Liu 0008 Zhihui Wei More Accurate Constraints for Self-Supervised Learning in Remote Sensing Images-Based Object Detection. 12303-12314 2025 18 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2025.3564368 db/journals/staeors/staeors18.html#ZhengWXLW25 streams/journals/staeors

Wenyan Wang Qian Liu 0008 Zebin Wu 0001 Dual-Layer Multi-Level Architecture and Spatial-Spectral Semantic Feature Fusion for Hyperspectral Image Classification. 10269-10272 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10640603 conf/igarss/2024 db/conf/igarss/igarss2024.html#WangLW24 streams/conf/igarss

Qian Liu 0008 Zebin Wu 0001 Yang Xu 0006 Zhihui Wei A Unified Attention Paradigm for Hyperspectral Image Classification. 1-16 2023 61 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3257321 db/journals/tgrs/tgrs61.html#000800W23

Fei Pan Zebin Wu 0001 Xiuping Jia Qian Liu 0008 Yang Xu 0006 Zhihui Wei A Temporal-Reliable Method for Change Detection in High-Resolution Bi-Temporal Remote Sensing Images. 3100 2022 14 Remote. Sens. 13 https://doi.org/10.3390/rs14133100 db/journals/remotesensing/remotesensing14.html#Pan0J00W22

Qian Liu 0008 Zebin Wu 0001 Qian Du 0001 Yang Xu 0006 Zhihui Wei Multiscale Alternately Updated Clique Network for Hyperspectral Image Classification. 1-15 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3090413 db/journals/tgrs/tgrs60.html#LiuWDXW22

Qian Liu 0008 Zebin Wu 0001 Xiuping Jia Yang Xu 0006 Zhihui Wei From Local to Global: Class Feature Fused Fully Convolutional Network for Hyperspectral Image Classification. 5043 2021 13 Remote. Sens. 24 https://doi.org/10.3390/rs13245043 db/journals/remotesensing/remotesensing13.html#LiuWJXW21

Fei Pan Zebin Wu 0001 Qian Liu 0008 Yang Xu 0006 Zhihui Wei DCFF-Net: A Densely Connected Feature Fusion Network for Change Detection in High-Resolution Remote Sensing Images. 11974-11985 2021 14 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2021.3129318 db/journals/staeors/staeors14.html#PanWLXW21

Qian Liu 0008 Zebin Wu 0001 Le Sun 0002 Yang Xu 0006 Lu Du Zhihui Wei Kernel Low-Rank Representation Based on Local Similarity for Hyperspectral Image Classification. 1920-1932 2019 12 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6 https://doi.org/10.1109/JSTARS.2019.2915842 db/journals/staeors/staeors12.html#LiuWSXDW19

Qianlong Dang Lu Du Qian Du 0001 Lichuan Gu Haotian Hu Xiuping Jia Tingting Jiang 0004 Fei Pan Le Sun 0002 Biqi Wang Chao Wang 0104 Wenyan Wang Zhihui Wei Zebin Wu 0001 Yang Xu 0006 Shuai Yang 0003 Xiaohui Yuan 0001 Zhen Zhang 0070 Shangdong Zheng Yunpeng Zheng