A Norm Regularization Training Strategy for Robust Image Quality Assessment Models.

Dingquan Li https://orcid.org/0000-0002-5549-9027

Yujia Liu 0005 Chenxi Yang 0004 Dingquan Li Tingting Jiang 0001 Tiejun Huang 0001 A Norm Regularization Training Strategy for Robust Image Quality Assessment Models. 5883-5897 2025 September 133 Int. J. Comput. Vis. 9 https://doi.org/10.1007/s11263-025-02458-8 db/journals/ijcv/ijcv133.html#LiuYLJH25 streams/journals/ijcv

Wei Zhang 0072 Jiayao Xu Yueru Chen Dingquan Li Wen Gao 0001 Low-Overhead Compression-Aware Channel Filtering for Hyperspectral Image Compression. 1-5 2025 22 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2025.3562933 db/journals/lgrs/lgrs22.html#ZhangXCLG25 streams/journals/lgrs

Wei Zhang 0072 Pengpeng Yu Yueru Chen Dingquan Li Wen Gao 0001 Lightweight Spectral Super-Resolution Network for Hyperspectral Image Compression. 2339-2343 2025 32 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2025.3576177 db/journals/spl/spl32.html#ZhangYCLG25 streams/journals/spl

Wenbo Zhao 0004 Wei Gao 0003 Dingquan Li Jing Wang 0115 Guoqing Liu LOD-PCAC: Level-of-Detail-Based Deep Lossless Point Cloud Attribute Compression. 3918-3929 2025 34 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2025.3578760 db/journals/tip/tip34.html#ZhaoGLWL25 streams/journals/tip

Zheng Chen 0014 Jingkai Wang 0003 Kai Liu 0034 Jue Gong Lei Sun 0016 Zongwei Wu Radu Timofte Yulun Zhang 0001 Jianxing Zhang Jinlong Wu Jun Wang Zheng Xie Hakjae Jeon Suejin Han Hyung-Ju Chun Hyunhee Park Zhicun Yin Junjie Chen Ming Liu 0018 Xiaoming Li 0002 Chao Zhou 0003 Wangmeng Zuo Weixia Zhang Dingquan Li Kede Ma Yun Zhang 0002 Zhuofan Zheng Yuyue Liu Shizhen Tang Zihao Zhang Yi Ning Hao Jiang 0014 Wenjie An Kangmeng Yu Chenyang Wang 0002 Kui Jiang Xianming Liu 0005 Junjun Jiang Yingfu Zhang Gang He 0002 Siqi Wang Kepeng Xu Zhenyang Liu Changxin Zhou Shanlan Shen Yubo Duan Yiang Chen Jin Guo Mengru Yang Jen-Wei Lee Chia-Ming Lee Chih-Chung Hsu Hu Peng Chunming He NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results. 1536-1547 2025 CVPR Workshops https://openaccess.thecvf.com/content/CVPR2025W/NTIRE/html/Chen_NTIRE_2025_Challenge_on_Real-World_Face_Restoration_Methods_and_Results_CVPRW_2025_paper.html conf/cvpr/2025w db/conf/cvpr/cvprw2025.html#00140LG0WT0ZWWX25 Yueru Chen Wei Zhang 0072 Dingquan Li Jing Wang 0115 Ge Li 0002 Hierarchical Attention Networks for Lossless Point Cloud Attribute Compression. 362 2025 DCC https://doi.org/10.1109/DCC62719.2025.00050 conf/dcc/2025 db/conf/dcc/dcc2025.html#ChenZLWL25 Shaokang Wang Dingquan Li Guoqing Xiang Jinchang Xu Shanghang Zhang Xiaodong Xie Adaptive Semantic Compression: Compatible Bitstream for Scalable Human-Machine Perception Sample Adaption. 1-6 2025 ICME https://doi.org/10.1109/ICME59968.2025.11210070 conf/icmcs/2025 db/conf/icmcs/icme2025.html#WangLXXZX25 streams/conf/icmcs

Yueru Chen Wei Zhang 0072 Dingquan Li Jing Wang 0115 Ge Li 0002 Hierarchical Attention Networks for Lossless Point Cloud Attribute Compression. 2025 April abs/2504.00481 CoRR https://doi.org/10.48550/arXiv.2504.00481 db/journals/corr/corr2504.html#abs-2504-00481 streams/journals/corr

Pengpeng Yu Haoran Li 0009 Dingquan Li Runqing Jiang Jing Wang 0115 Liang Lin Yulan Guo Re-Densification Meets Cross-Scale Propagation: Real-Time Compression of LiDAR Point Clouds. 2025 August abs/2508.20466 CoRR https://doi.org/10.48550/arXiv.2508.20466 db/journals/corr/corr2508.html#abs-2508-20466 streams/journals/corr

Yujia Liu 0005 Dingquan Li Tiejun Huang 0001 SEGA: A Transferable Signed Ensemble Gaussian Black-Box Attack against No-Reference Image Quality Assessment Models. 2025 September abs/2509.18546 CoRR https://doi.org/10.48550/arXiv.2509.18546 db/journals/corr/corr2509.html#abs-2509-18546 streams/journals/corr

Wei Zhang 0072 Dingquan Li Haihua Zhang Pengpeng Yu Wen Gao 0001 Lightweight Bit-Depth Recovery Network for Gaofen Satellite Multispectral Image Compression. 18635-18651 2024 17 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2024.3476990 db/journals/staeors/staeors17.html#ZhangLZYG24 streams/journals/staeors

Chenxi Yang 0004 Yujia Liu 0005 Dingquan Li Tingting Jiang 0001 Exploring Vulnerabilities of No-Reference Image Quality Assessment Models: A Query-Based Black-Box Method. 12715-12729 2024 December 34 IEEE Trans. Circuits Syst. Video Technol. 12 https://doi.org/10.1109/TCSVT.2024.3435865 db/journals/tcsv/tcsv34.html#YangLLJ24 streams/journals/tcsv

Dingquan Li Kede Ma Jing Wang 0115 Ge Li 0002 Hierarchical Prior-Based Super Resolution for Point Cloud Geometry Compression. 1965-1976 2024 33 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2024.3372464 db/journals/tip/tip33.html#LiMWL24

Peibei Cao Dingquan Li Kede Ma Image Quality Assessment: Integrating Model-centric and Data-centric Approaches. 529-541 2024 CPAL https://proceedings.mlr.press/v234/cao24a.html conf/cpal/2024 db/conf/cpal/cpal2024.html#CaoLM24 streams/conf/cpal Yujia Liu 0005 Chenxi Yang 0004 Dingquan Li Jianhao Ding Tingting Jiang 0001 Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization. 25554-25563 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.02414 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#LiuYLD024 Wei Zhang 0072 Dingquan Li Ge Li 0002 Wen Gao 0001 Lightweight super resolution network for point cloud geometry compression. 602 2024 DCC https://doi.org/10.1109/DCC58796.2024.00119 conf/dcc/2024 db/conf/dcc/dcc2024.html#ZhangLLG24

Chenxi Yang 0004 Yujia Liu 0005 Dingquan Li Tingting Jiang 0001 Exploring Vulnerabilities of No-Reference Image Quality Assessment Models: A Query-Based Black-Box Method. 2024 abs/2401.05217 CoRR https://doi.org/10.48550/arXiv.2401.05217 db/journals/corr/corr2401.html#abs-2401-05217

Dingquan Li Kede Ma Jing Wang 0115 Ge Li 0002 Hierarchical Prior-based Super Resolution for Point Cloud Geometry Compression. 2024 abs/2402.11250 CoRR https://doi.org/10.48550/arXiv.2402.11250 db/journals/corr/corr2402.html#abs-2402-11250

Weixia Zhang Dingquan Li Guangtao Zhai Xiaokang Yang 0001 Kede Ma Comparison of No-Reference Image Quality Models via MAP Estimation in Diffusion Latents. 2024 abs/2403.06406 CoRR https://doi.org/10.48550/arXiv.2403.06406 db/journals/corr/corr2403.html#abs-2403-06406

Yujia Liu 0005 Chenxi Yang 0004 Dingquan Li Jianhao Ding Tingting Jiang 0001 Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization. 2024 abs/2403.11397 CoRR https://doi.org/10.48550/arXiv.2403.11397 db/journals/corr/corr2403.html#abs-2403-11397

Chenxi Yang 0004 Yujia Liu 0005 Dingquan Li Yan Zhong 0001 Tingting Jiang 0001 Beyond Score Changes: Adversarial Attack on No-Reference Image Quality Assessment from Two Perspectives. 2024 abs/2404.13277 CoRR https://doi.org/10.48550/arXiv.2404.13277 db/journals/corr/corr2404.html#abs-2404-13277

Weixia Zhang Dingquan Li Chao Ma 0004 Guangtao Zhai Xiaokang Yang 0001 Kede Ma Continual Learning for Blind Image Quality Assessment. 2864-2878 2023 March 45 IEEE Trans. Pattern Anal. Mach. Intell. 3 https://doi.org/10.1109/TPAMI.2022.3178874 db/journals/pami/pami45.html#ZhangLMZYM23

Shuyi Jiang Daochang Liu Dingquan Li Chang Xu 0002 Personalized Image Generation for Color Vision Deficiency Population. 22514-22523 2023 ICCV https://doi.org/10.1109/ICCV51070.2023.02063 conf/iccv/2023 db/conf/iccv/iccv2023.html#JiangLL023

Wei Zhang 0072 Dingquan Li Ge Li 0002 Wen Gao 0001 Lightweight super resolution network for point cloud geometry compression. 2023 abs/2311.00970 CoRR https://doi.org/10.48550/arXiv.2311.00970 db/journals/corr/corr2311.html#abs-2311-00970

Xiaoqing Fan Ge Li 0002 Dingquan Li Yurui Ren Wei Gao 0003 Thomas H. Li Deep Geometry Post-Processing for Decompressed Point Clouds. 1-6 2022 ICME https://doi.org/10.1109/ICME52920.2022.9859723 conf/icmcs/2022 db/conf/icmcs/icme2022.html#Fan0LR0L22 Shuyue Jia Baoliang Chen Dingquan Li Shiqi Wang 0001 No-reference Image Quality Assessment via Non-local Dependency Modeling. 1-6 2022 MMSP https://doi.org/10.1109/MMSP55362.2022.9950035 conf/mmsp/2022 db/conf/mmsp/mmsp2022.html#JiaCLW22 Weixia Zhang Dingquan Li Xiongkuo Min Guangtao Zhai Guodong Guo Xiaokang Yang 0001 Kede Ma Perceptual Attacks of No-Reference Image Quality Models with Human-in-the-Loop. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/137cb5dd61b2685bd2623967daee6860-Abstract-Conference.html db/conf/nips/neurips2022.html#ZhangLMZGYM22 Dingquan Li Jing Wang 0115 Ge Li 0002 Near-lossless Point Cloud Geometry Compression Based on Adaptive Residual Compensation. 1-5 2022 VCIP https://doi.org/10.1109/VCIP56404.2022.10008796 conf/vcip/2022 db/conf/vcip/vcip2022.html#LiWL22

Xiaoqing Fan Ge Li 0002 Dingquan Li Yurui Ren Wei Gao 0003 Thomas H. Li Deep Geometry Post-Processing for Decompressed Point Clouds. 2022 abs/2204.13952 CoRR https://doi.org/10.48550/arXiv.2204.13952 db/journals/corr/corr2204.html#abs-2204-13952

Peibei Cao Dingquan Li Kede Ma Image Quality Assessment: Integrating Model-Centric and Data-Centric Approaches. 2022 abs/2207.14769 CoRR https://doi.org/10.48550/arXiv.2207.14769 db/journals/corr/corr2207.html#abs-2207-14769

Weixia Zhang Dingquan Li Xiongkuo Min Guangtao Zhai Guodong Guo Xiaokang Yang 0001 Kede Ma Perceptual Attacks of No-Reference Image Quality Models with Human-in-the-Loop. 2022 abs/2210.00933 CoRR https://doi.org/10.48550/arXiv.2210.00933 db/journals/corr/corr2210.html#abs-2210-00933

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Unified Quality Assessment of in-the-Wild Videos with Mixed Datasets Training. 1238-1257 2021 129 Int. J. Comput. Vis. 4 https://doi.org/10.1007/s11263-020-01408-w db/journals/ijcv/ijcv129.html#LiJJ21

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Vajira Lasantha Thambawita Haoliang Wang Reproducibility Companion Paper: Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment. 3615-3618 2021 ACM Multimedia https://doi.org/10.1145/3474085.3477937 conf/mm/2021 db/conf/mm/mm2021.html#LiJJTW21

Weixia Zhang Dingquan Li Chao Ma 0004 Guangtao Zhai Xiaokang Yang 0001 Kede Ma Continual Learning for Blind Image Quality Assessment. 2021 abs/2102.09717 CoRR https://arxiv.org/abs/2102.09717 db/journals/corr/corr2102.html#abs-2102-09717

Zhihua Wang 0002 Dingquan Li Kede Ma Semi-Supervised Deep Ensembles for Blind Image Quality Assessment. 2021 abs/2106.14008 CoRR https://arxiv.org/abs/2106.14008 db/journals/corr/corr2106.html#abs-2106-14008

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment. 789-797 2020 ACM Multimedia https://doi.org/10.1145/3394171.3413804 conf/mm/2020 db/conf/mm/mm2020.html#LiJJ20

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment. 2020 abs/2008.03889 CoRR https://arxiv.org/abs/2008.03889 db/journals/corr/corr2008.html#abs-2008-03889

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training. 2020 abs/2011.04263 CoRR https://arxiv.org/abs/2011.04263 db/journals/corr/corr2011.html#abs-2011-04263

Dingquan Li Tingting Jiang 0001 Weisi Lin Ming Jiang 0001 Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal? 1221-1234 2019 21 IEEE Trans. Multim. 5 https://doi.org/10.1109/TMM.2018.2875354 https://www.wikidata.org/entity/Q129091658 db/journals/tmm/tmm21.html#LiJLJ19

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Quality Assessment of In-the-Wild Videos. 2351-2359 2019 ACM Multimedia https://doi.org/10.1145/3343031.3351028 conf/mm/2019 db/conf/mm/mm2019.html#LiJJ19

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Quality Assessment of In-the-Wild Videos. 2019 abs/1908.00375 CoRR http://arxiv.org/abs/1908.00375 db/journals/corr/corr1908.html#abs-1908-00375

Qin He Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Quality Assessment for Tone-Mapped HDR Images Using Multi-Scale and Multi-Layer Information. 1-6 2018 ICME Workshops https://doi.org/10.1109/ICMEW.2018.8551502 https://doi.ieeecomputersociety.org/10.1109/ICMEW.2018.8551502 conf/icmcs/2018w db/conf/icmcs/icmew2018.html#HeLJJ18

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images. 2018 abs/1810.08169 CoRR http://arxiv.org/abs/1810.08169 db/journals/corr/corr1810.html#abs-1810-08169

Qin He Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Quality Assessment for Tone-Mapped HDR Images Using Multi-Scale and Multi-Layer Information. 2018 abs/1810.08339 CoRR http://arxiv.org/abs/1810.08339 db/journals/corr/corr1810.html#abs-1810-08339

Dingquan Li Tingting Jiang 0001 Ming Jiang 0001 Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images. 378-386 2017 ACM Multimedia https://doi.org/10.1145/3123266.3123322 conf/mm/2017 db/conf/mm/mm2017.html#LiJJ17 Wenjie An Peibei Cao Baoliang Chen Junjie Chen Yiang Chen Yueru Chen Zheng Chen 0014 Hyung-Ju Chun Jianhao Ding Yubo Duan Xiaoqing Fan Wei Gao 0003 Wen Gao 0001 Jue Gong Guodong Guo Jin Guo Yulan Guo Suejin Han Chunming He Gang He 0002 Qin He Chih-Chung Hsu Tiejun Huang 0001 Hakjae Jeon Shuyue Jia Hao Jiang 0014 Junjun Jiang Kui Jiang Ming Jiang 0001 Runqing Jiang Shuyi Jiang Tingting Jiang 0001 Chia-Ming Lee Jen-Wei Lee Ge Li 0002 Haoran Li 0009 Thomas H. Li Xiaoming Li 0002 Liang Lin Weisi Lin Daochang Liu Guoqing Liu Kai Liu 0034 Ming Liu 0018 Xianming Liu 0005 Yujia Liu 0005 Yuyue Liu Zhenyang Liu Chao Ma 0004 Kede Ma Xiongkuo Min Yi Ning Hyunhee Park Hu Peng Yurui Ren Shanlan Shen Lei Sun 0016 Shizhen Tang Vajira ThambawitaVajira Lasantha Thambawita Radu Timofte Chenyang Wang 0002 Haoliang Wang Jing Wang 0115 Jingkai Wang 0003 Jun Wang Shaokang Wang Shiqi Wang 0001 Siqi Wang Zhihua Wang 0002 Jinlong Wu Zongwei Wu Guoqing Xiang Xiaodong Xie Zheng Xie Chang Xu 0002 Jiayao Xu Jinchang Xu Kepeng Xu Chenxi Yang 0004 Mengru Yang Xiaokang Yang 0001 Zhicun Yin Kangmeng Yu Pengpeng Yu Guangtao Zhai Haihua Zhang Jianxing Zhang Shanghang Zhang Wei Zhang 0072 Weixia Zhang Yingfu Zhang Yulun Zhang 0001 Yun Zhang 0002 Zihao Zhang Wenbo Zhao 0004 Zhuofan Zheng Yan Zhong 0001 Changxin Zhou Chao Zhou 0003 Wangmeng Zuo