{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T02:45:50Z","timestamp":1791945950133,"version":"4.3.4"},"reference-count":55,"publisher":"Association for Computing Machinery (ACM)","issue":"6","license":[{"start":{"date-parts":[[2023,5,31]],"date-time":"2023-05-31T00:00:00Z","timestamp":1685491200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["62176027"],"award-info":[{"award-number":["62176027"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"General Program of National Natural Science Foundation of Chongqing","award":["cstc2020jcyj msxmX0790"],"award-info":[{"award-number":["cstc2020jcyj msxmX0790"]}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["2021CDJJMRH-014"],"award-info":[{"award-number":["2021CDJJMRH-014"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Guangxi Key Laboratory of Cryptography and Information Security","award":["GCIS201905"],"award-info":[{"award-number":["GCIS201905"]}]},{"name":"Human Resources and Social Security Bureau project of Chongqing","award":["cx2020073"],"award-info":[{"award-number":["cx2020073"]}]},{"name":"Youth Project of Guizhou Education Department","award":["[2017] 359"],"award-info":[{"award-number":["[2017] 359"]}]},{"name":"University-Level Scientific Research Projects","award":["qnsy2018028"],"award-info":[{"award-number":["qnsy2018028"]}]},{"name":"Guizhou Provincial Education Department Young Science and Technology Talents Development Project","award":["[2020] 210"],"award-info":[{"award-number":["[2020] 210"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Multimedia Comput. Commun. Appl."],"published-print":{"date-parts":[[2023,11,30]]},"abstract":"<jats:p>\n                    This article proposes a frequency-based structure and texture decomposition model in a Retinex-based framework for low-light image enhancement and noise suppression. First, we utilize the total variation-based noise estimation to decompose the observed image into low-frequency and high-frequency components. Second, we use a Gaussian kernel for noise suppression in the high-frequency layer. Third, we propose a frequency-based structure and texture decomposition method to achieve low-light enhancement. We extract texture and structure priors by using the high-frequency layer and a low-frequency layer, respectively. We present an optimization problem and solve it with the augmented Lagrange multiplier to generate a balance between structure and texture in the reflectance map. Our experimental results reveal that the proposed method can achieve superior performance in naturalness preservation and detail retention compared with state-of-the-art algorithms for low-light image enhancement. Our code is available on the following website.\n                    <jats:xref ref-type=\"fn\">\n                      <jats:sup>1<\/jats:sup>\n                    <\/jats:xref>\n                  <\/jats:p>","DOI":"10.1145\/3590965","type":"journal-article","created":{"date-parts":[[2023,4,4]],"date-time":"2023-04-04T08:22:16Z","timestamp":1680596536000},"page":"1-23","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":40,"title":["Low-light Image Enhancement via a Frequency-based Model with Structure and Texture Decomposition"],"prefix":"10.1145","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1874-3641","authenticated-orcid":false,"given":"Mingliang","family":"Zhou","sequence":"first","affiliation":[{"name":"the School of Computer Science, Chongqing University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-0957-0201","authenticated-orcid":false,"given":"Hongyue","family":"Leng","sequence":"additional","affiliation":[{"name":"the School of Computer Science, Chongqing University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1955-6626","authenticated-orcid":false,"given":"Bin","family":"Fang","sequence":"additional","affiliation":[{"name":"the School of Computer Science, Chongqing University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9439-4623","authenticated-orcid":false,"given":"Tao","family":"Xiang","sequence":"additional","affiliation":[{"name":"the School of Computer Science, Chongqing University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3761-1759","authenticated-orcid":false,"given":"Xuekai","family":"Wei","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Internet of Things for Smart City and Department of Electrical and Computer Engineering, University of Macau, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1000-3937","authenticated-orcid":false,"given":"Weijia","family":"Jia","sequence":"additional","affiliation":[{"name":"Beijing Normal University Zhuhai and Guangdong Key Lab of AI Multi-Modal Data Processing BNU-HKBU United International College, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,5,31]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.431"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1145\/2726947"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2020.2987465"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2205.14871"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.901238"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2474701"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.304"},{"key":"e_1_3_2_9_2","volume-title":"Conference on Computer Vision and Pattern Recognition","author":"Guo Chunle","year":"2020","unstructured":"Chunle Guo, Chongyi Li, Jichang Guo, Chen Change Loy, Junhui Hou, Sam Kwong, and Runmin Cong. 2020. Zero-reference deep curve estimation for low-light image enhancement. In Conference on Computer Vision and Pattern Recognition."},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2639450"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.168"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.243"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1006\/cviu.1996.0060"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2446943"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/83.597272"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1109\/83.557356"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1109\/76.915354"},{"key":"e_1_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1364\/JOSA.61.000001"},{"issue":"6","key":"e_1_3_2_20_2","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1038\/scientificamerican1277-108","article-title":"The Retinex theory of color vision","volume":"237","author":"Land E. H.","year":"1978","unstructured":"E. H. Land. 1978. The Retinex theory of color vision. Scient. Amer. 237, 6 (1978), 108\u2013128.","journal-title":"Scient. Amer."},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2858541"},{"issue":"1","key":"e_1_3_2_22_2","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1364\/JOSAA.33.000031","article-title":"Energy-driven path search for termite Retinex","volume":"33","author":"Lecca M.","year":"2015","unstructured":"M. Lecca, A. Rizzi, and G. Gianini. 2015. Energy-driven path search for termite Retinex. J. Optic. Societ. Amer. A Optics Image Sci. Vis. 33, 1 (2015), 31.","journal-title":"J. Optic. Societ. Amer. A Optics Image Sci. Vis."},{"key":"e_1_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2686652"},{"key":"e_1_3_2_24_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3062724"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1142\/S0218001423540034"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7351501"},{"key":"e_1_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1145\/3341728"},{"key":"e_1_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2810539"},{"key":"e_1_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.1109\/ITNEC.2017.8284852"},{"key":"e_1_3_2_30_2","first-page":"1833","volume-title":"IEEE\/CVF International Conference on Computer Vision","author":"Liang Jingyun","year":"2021","unstructured":"Jingyun Liang, Jiezhang Cao, Guolei Sun, Kai Zhang, Luc Van Gool, and Radu Timofte. 2021. SwinIR: Image restoration using Swin transformer. In IEEE\/CVF International Conference on Computer Vision. 1833\u20131844."},{"key":"e_1_3_2_31_2","volume-title":"International Conference on Multimedia and Expo","author":"Liu Hangfan","year":"2014","unstructured":"Hangfan Liu, Ruiqin Xiong, Siwei Ma, Xiaopeng Fan, and Wen Gao. 2014. Gradient based image transmission and reconstruction using non-local gradient sparsity regularization. In International Conference on Multimedia and Expo."},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2016.2527338"},{"key":"e_1_3_2_33_2","first-page":"10012","volume-title":"IEEE\/CVF International Conference on Computer Vision","author":"Liu Ze","year":"2021","unstructured":"Ze Liu, Yutong Lin, Yue Cao, Han Hu, Yixuan Wei, Zheng Zhang, Stephen Lin, and Baining Guo. 2021. Swin transformer: Hierarchical vision transformer using shifted windows. In IEEE\/CVF International Conference on Computer Vision. 10012\u201310022."},{"key":"e_1_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2012.2227726"},{"key":"e_1_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1109\/EICT.2014.6777872"},{"key":"e_1_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1109\/NCC.2015.7084843"},{"key":"e_1_3_2_37_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICISC.2018.8398874"},{"key":"e_1_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.2018.8351427"},{"key":"e_1_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.2984098"},{"key":"e_1_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1117\/1.JEI.26.3.031207"},{"key":"e_1_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(92)90242-F"},{"key":"e_1_3_2_42_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICOEI.2019.8862794"},{"key":"e_1_3_2_43_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICIVC.2018.8492727"},{"key":"e_1_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2020.3009717"},{"key":"e_1_3_2_45_2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.24"},{"key":"e_1_3_2_46_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2013.2261309"},{"key":"e_1_3_2_47_2","article-title":"Low-light image enhancement with normalizing flow","author":"Wang Yufei","year":"2021","unstructured":"Yufei Wang, Renjie Wan, Wenhan Yang, Haoliang Li, Lap-Pui Chau, and Alex C. Kot. 2021. Low-light image enhancement with normalizing flow. arXiv preprint arXiv:2109.05923 (2021).","journal-title":"arXiv preprint arXiv:2109.05923"},{"key":"e_1_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2922106"},{"key":"e_1_3_2_49_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"e_1_3_2_50_2","volume-title":"British Machine Vision Conference","author":"Wei Chen","year":"2018","unstructured":"Chen Wei, Wenjing Wang, Wenhan Yang, and Jiaying Liu. 2018. Deep Retinex decomposition for low-light enhancement. In British Machine Vision Conference."},{"key":"e_1_3_2_51_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.2974060"},{"key":"e_1_3_2_52_2","doi-asserted-by":"publisher","DOI":"10.1145\/3414839"},{"issue":"1","key":"e_1_3_2_53_2","article-title":"A fusion-based enhancing method for weakly illuminated images","volume":"129","year":"2016","unstructured":"Xueyang, Paisley, John, Zeng, Delu, Huang, Yue, Liao, Yinghao, and Ding. 2016. A fusion-based enhancing method for weakly illuminated images. Sig. Process.: Offic. Publicat. Eur. Assoc. Sig. Process. 129, 1 (2016).","journal-title":"Sig. Process.: Offic. Publicat. Eur. Assoc. Sig. Process."},{"key":"e_1_3_2_54_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2938310"},{"key":"e_1_3_2_55_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3050850"},{"key":"e_1_3_2_56_2","doi-asserted-by":"publisher","DOI":"10.1145\/3343031.3350926"}],"container-title":["ACM Transactions on Multimedia Computing, Communications, and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3590965","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3590965","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T13:51:22Z","timestamp":1750168282000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3590965"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,31]]},"references-count":55,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2023,11,30]]}},"alternative-id":["10.1145\/3590965"],"URL":"https:\/\/doi.org\/10.1145\/3590965","relation":{},"ISSN":["1551-6857","1551-6865"],"issn-type":[{"value":"1551-6857","type":"print"},{"value":"1551-6865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,31]]},"assertion":[{"value":"2022-05-19","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-03-19","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-05-31","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}