Refining pseudo-labels through iterative mix-up for weakly supervised semantic segmentation.

Yifan Wang 0008 Central South University, Changsha, China Yifan Wang Yi-Fan Wang Yifan Wang 0001 RWTH Aachen University, Chair of Integrated Analog Circuits, Germany Yifan Wang 0002 University of Tennessee, Department of Electrical Engineering and Computer Science, Knoxville, TN, USA https://orcid.org/0000-0002-2170-714X Yifan Wang 0003 University of Queensland, School of ITEE, Brisbane, QLD, Australia https://orcid.org/0000-0001-7462-2679 Yifan Wang 0004 Dalian University of Technology, School of Information and Communication Engineering, China https://orcid.org/0000-0002-1911-2526 https://orcid.org/0000-0003-1223-136X https://ieeexplore.ieee.org/author/37086261672 https://www.wikidata.org/entity/Q131166288 Yifan Wang 0005 Wayne State University, MI, USA https://orcid.org/0000-0002-3878-0343 https://www.wikidata.org/entity/Q130966904 Yifan Wang 0006 Beijing University of Posts and Telecommunications, China Yifan Wang 0007 Shanghai Jiao Tong University, Shanghai, China Yifan Wang 0009 Georgia Institute of Technology, Atlanta, GA, USA https://orcid.org/0000-0001-5117-5706 Yifan Wang 0010 Universität des Saarlandes, Germany Wang Yifan 0001 Yifan Wang 0011 Adobe Systems, San Jose, CA, USA Stanford University, Palo Alto, CA, USA ETH Zurich, Zürich, Switzerland, https://yifita.netlify.app/ https://www.researchgate.net/profile/Wang-Yifan-21 https://www.linkedin.com/in/yifan-wang/ https://www.scopus.com/authid/detail.uri?authorId=57955062900 https://orcid.org/0000-0002-2275-7288 Yifan Wang 0012 University of Hawaii at Manoa, HI, USA University of Florida, FL, USA https://wyfunique.github.io/ https://orcid.org/0000-0003-4686-0455 Yifan Wang 0013 Meta, Menlo Park, CA, USA University of Washington, Seattle, WA, USA https://orcid.org/0000-0002-8246-2254 Yifan Wang 0014 Yi-Fan Wang 0014 University of International Business and Economics, School of Information Technology & Management, Beijing, China Peking University, School of Computer Science, Beijing, China Northeastern University, Software College, Shenyang, Liaoning, China https://it.uibe.edu.cn/szdw/dsjkxyjzx/e9984e49eed045e785de7fa8280ad691.htm https://orcid.org/0000-0001-7764-8698 Yifang Wang 0007 Yifan Wang 0015 Tsinghua University, Department of Automation, Beijing, China https://orcid.org/0000-0002-9888-2026 Yifan Wang 0016 JD AI Research, Beijing, China https://dl.acm.org/profile/99660162524 Yifan Wang 0017 Tsinghua University, DCST, BNRist, Beijing, China https://orcid.org/0000-0002-2933-6363 https://www.wikidata.org/entity/Q131013003 Yifan Wang 0018 University of Southern California, Media Communications Lab, Los Angeles, CA, USA https://scholar.google.com/citations?user=_q_0cg8AAAAJ https://www.researchgate.net/profile/Yifan-Wang-337 https://www.mathgenealogy.org/id.php?id=309959 Yifan Wang 0019 Saarland University, Saarland Informatics Campus, Department of Language Science and Technology, Saarbrücken, Germany https://ewanwong.github.io/ https://scholar.google.com/citations?user=6s7LWrAAAAAJ https://openreview.net/profile?id=~Yifan_Wang40 Yifan Wang 0020 Northeastern University, Shenyang, China Shandong University, School of Control Science and Engineering, Jinan, China https://orcid.org/0000-0002-9558-586X Yifan Wang 0021 Ludwig Maximilian University of Munich (LMU), Center for Information and Language Processing (CIS), Munich, Germany https://openreview.net/profile?id=~Yifan_Wang58 Yifan Wang 0022 Nanyang Technological University, School of Mechanical and Aerospace Engineering, Singapore University of Chicago, Department of Physics, IL, USA https://orcid.org/0000-0003-2284-520X https://orcid.org/0000-0002-7738-0246 https://www.wikidata.org/entity/Q59557254 Yifan Wang 0023 University of Electronic Science and Technology of China, Chengdu, China https://orcid.org/0009-0001-0429-2827 Yifan Wang 0024 Peking University, School of Mathematical Science, Beijing, China Chinese Academy of Sciences, Academy of Mathematics and Systems Science, LSEC, Beijing, China https://orcid.org/0009-0005-8862-6925 Yifan Wang 0025 Shanghai Jiaotong University, School of Electronics, Information and Electrical Engineering, China Shanghai AI Laboratory, China https://openreview.net/profile?id=~Yifan_Wang42 https://github.com/yyfz https://ieeexplore.ieee.org/author/287386918106026 Yifan Wang 0026 Zhejiang University, State Key Laboratory of CAD&CG, Hangzhou, China https://orcid.org/0009-0008-7565-7839 Yifan Wang 0027 Tsinghua University, Shenzhen International Graduate School, China University of Electronic Science and Technology of China, School of Computer Science and Engineering, Hefei, China https://ieeexplore.ieee.org/author/37089385941 https://orcid.org/0000-0002-6719-5063 https://www.wikidata.org/entity/Q131168475 Yifan Wang 0028 Beijing University of Posts and Telecommunications, China https://ieeexplore.ieee.org/author/37085718883 https://orcid.org/0000-0002-9545-8975 Yifan Wang 0029 University of Electronic Science and Technology of China, Chengdu, China https://ieeexplore.ieee.org/author/37088431556 https://orcid.org/0000-0003-3720-0017 Yifan Wang 0030 Texas Tech University, Department of Mathematics and Statistics, Lubbock, TX, USA Louisiana Tech University, Department of Mathematics and Statistics, Ruston, LA, USA https://orcid.org/0000-0003-3292-4972 Yifan Wang 0031 Southwest Petroleum University, School of Computer Science, Chengdu, China University of Sydney, School of Electrical and Information Engineering, NSW, Australia https://sciprofiles.com/profile/2747881 https://orcid.org/0000-0002-6660-1621 Yifan Wang 0032 Georgia Institute of Technology, Department of Mechanical Engineering, Atlanta, GA, USA Shanghai Jiao Tong University, School of Mechanical Engineering, China https://orcid.org/0000-0003-3295-4506 Yifan Wang 0033 Northwestern Polytechnical University, School of Computer Science, National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an, China https://orcid.org/0000-0002-4519-7535 Yifan Wang 0034 University of New South Wales, School of Electrical Engineering and Telecommunications, Sydney, NSW, Australia https://orcid.org/0009-0009-3472-9821 Yifan Wang 0035 Purdue University, West Lafayette, IN, USA https://cacayaya.github.io/ https://scholar.google.com/citations?user=hqL5jWYAAAAJ https://openreview.net/profile?id=~Yifan_Wang14 https://orcid.org/0009-0007-1400-0430 Yifan Wang 0036 Southeast University, School of Cyber Science and Engineering, Nanjing, China Changchun University of Technology, School of Computer Science and Engineering, Changchun, China https://ieeexplore.ieee.org/author/778863461068910 https://orcid.org/0000-0003-4742-1657

Yifan Wang 0008 Kunhao Yuan Gerald Schaefer Xiyao Liu 0001 Linglin Jing Kehua Guo James Z. Wang 0001 Hui Fang 0003 Refining pseudo-labels through iterative mix-up for weakly supervised semantic segmentation. 111975 2026 169 Pattern Recognit. https://doi.org/10.1016/j.patcog.2025.111975 db/journals/pr/pr169.html#WangYSLJGWF26 streams/journals/pr

Siyuan Deng Kunhao Yuan Gerald Schaefer Shihua Zhou George Vogiatzis Yifan Wang 0008 Hui Fang 0003 A dual-aligned knowledge self-distillation framework for visible-infrared cross-modal person re-identification. 114525 2025 330 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2025.114525 db/journals/kbs/kbs330.html#DengYSZVWF25 streams/journals/kbs

Yifan Wang 0008 Gerald Schaefer Xiyao Liu 0001 Jing Dong 0009 Linglin Jing Ye Wei Xianghua Xie Hui Fang 0003 Class activation map guided level sets for weakly supervised semantic segmentation. 111566 2025 165 Pattern Recognit. https://doi.org/10.1016/j.patcog.2025.111566 db/journals/pr/pr165.html#WangSLDJWXF25 streams/journals/pr

Linglin Jing Sheng Xu Yifan Wang 0008 Yuzhe Zhou Tao Shen Zhigang Ji Hui Fang 0003 Zhen Li 0026 Siqi Sun CrossBind: Collaborative Cross-Modal Identification of Protein Nucleic-Acid-Binding Residues. 2661-2669 2024 AAAI https://doi.org/10.1609/aaai.v38i3.28044 conf/aaai/2024 db/conf/aaai/aaai2024.html#JingX0ZSJ0LS24 Ye Wei He Haitao Gerald Schaefer Zhigang Ji Yifan Wang 0008 Hui Fang 0003 Memory-facilitated Joint-space Shift Adaptation in Traffic Forecasting. 1-8 2024 IJCNN https://doi.org/10.1109/IJCNN60899.2024.10651200 conf/ijcnn/2024 db/conf/ijcnn/ijcnn2024.html#WeiHSJWF24 streams/conf/ijcnn

Kunhao Yuan Gerald Schaefer Yu-Kun Lai Yifan Wang 0008 Xiyao Liu 0001 Lin Guan Hui Fang 0003 A multi-strategy contrastive learning framework for weakly supervised semantic segmentation. 109298 2023 May 137 Pattern Recognit. https://doi.org/10.1016/j.patcog.2022.109298 db/journals/pr/pr137.html#YuanSLWLGF23

Yifan Wang 0008 Siyuan Deng Kunhao Yuan Gerald Schaefer Xiyao Liu 0001 Hui Fang 0003 A Novel Class Activation Map for Visual Explanations in Multi-Object Scenes. 2615-2619 2023 ICIP https://doi.org/10.1109/ICIP49359.2023.10222000 conf/icip/2023 db/conf/icip/icip2023.html#WangDYSLF23 Linglin Jing Yifan Wang 0008 Tailin Chen Shirin Dora Zhigang Ji Hui Fang 0003 Towards a more efficient few-shot learning-based human gesture recognition via dynamic vision sensors. 938 2022 BMVC https://bmvc2022.mpi-inf.mpg.de/938/ conf/bmvc/2022 db/conf/bmvc/bmvc2022.html#JingWCDJ022

Kunhao Yuan Gerald Schaefer Yu-Kun Lai Yifan Wang 0008 Xiyao Liu 0001 Lin Guan Hui Fang 0003 MuSCLe: A Multi-Strategy Contrastive Learning Framework for Weakly Supervised Semantic Segmentation. 2022 abs/2201.07021 CoRR https://arxiv.org/abs/2201.07021 db/journals/corr/corr2201.html#abs-2201-07021

Xiyao Liu 0001 Yifan Wang 0008 Ziqiang Sun Lei Wang 0017 Rongchang Zhao Yuesheng Zhu Beiji Zou 0001 Yu-qian Zhao Hui Fang 0003 Robust and discriminative zero-watermark scheme based on invariant features and similarity-based retrieval to protect large-scale DIBR 3D videos. 263-285 2021 542 Inf. Sci. https://doi.org/10.1016/j.ins.2020.06.066 db/journals/isci/isci542.html#Liu0S0ZZZZ021

Xiyao Liu 0001 Jieting Lou Hui Fang 0003 Yan Chen 0012 Ping-Bo Ouyang Yifan Wang 0008 Beiji Zou 0001 Lei Wang 0017 A Novel Robust Reversible Watermarking Scheme for Protecting Authenticity and Integrity of Medical Images. 76580-76598 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2921894 https://www.wikidata.org/entity/Q127711761 db/journals/access/access7.html#LiuLFCOWZW19

Xiyao Liu 0001 Yifan Wang 0008 Jingyu Du Shenghui Liao Jieting Lou Beiji Zou 0001 Robust hybrid image watermarking scheme based on KAZE features and IWT-SVD. 6355-6384 2019 78 Multim. Tools Appl. 5 https://doi.org/10.1007/s11042-018-6361-2 https://www.wikidata.org/entity/Q129505418 db/journals/mta/mta78.html#LiuWDLLZ19

Beiji Zou 0001 Jingyu Du Xiyao Liu 0001 Yifan Wang 0008 Distinguishable zero-watermarking scheme with similarity-based retrieval for digital rights Management of Fundus Image. 28685-28708 2018 77 Multim. Tools Appl. 21 https://doi.org/10.1007/s11042-018-5995-4 https://www.wikidata.org/entity/Q129888417 db/journals/mta/mta77.html#ZouDLW18

Xiyao Liu 0001 Yifan Wang 0008 Ziqiang Sun Beiji Zou 0001 Yu-qian Zhao Yuesheng Zhu A Robust Zero-Watermark Scheme with Similarity-based Retrieval for Copyright Protection of 3D Video. 2017 abs/1712.09480 CoRR http://arxiv.org/abs/1712.09480 db/journals/corr/corr1712.html#abs-1712-09480

Tailin Chen Yan Chen 0012 Siyuan Deng Jing Dong 0009 Shirin Dora Jingyu Du Hui Fang 0003 Lin Guan Kehua Guo He Haitao Zhigang Ji Linglin Jing Yukun LaiYu-Kun Lai Zhen Li 0026 Shenghui Liao Xiyao Liu 0001 Jieting Lou Ping-Bo Ouyang Gerald Schaefer Tao Shen Siqi Sun Ziqiang Sun George Vogiatzis James Z. Wang 0001 Lei Wang 0017 Ye Wei Xianghua Xie Sheng Xu Kunhao Yuan Rongchang Zhao Yu Qian ZhaoYu-qian Zhao Shihua Zhou Yuzhe Zhou Yuesheng Zhu Beiji Zou 0001