{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,4]],"date-time":"2026-02-04T18:03:28Z","timestamp":1770228208934,"version":"3.49.0"},"reference-count":37,"publisher":"World Scientific Pub Co Pte Ltd","issue":"16","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61601266"],"award-info":[{"award-number":["61601266"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"National Natural Science Foundation of Shandong Province","award":["ZR2020MF127"],"award-info":[{"award-number":["ZR2020MF127"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J CIRCUIT SYST COMP"],"published-print":{"date-parts":[[2022,11,15]]},"abstract":"<jats:p> Recently, massive deep learning-based image dehazing methods have sprung up. These methods can effectively remove most of the haze and obtain far better results than the traditional methods. With the removal of the haze, however, edge details of the image are also lost, which is usually more noticeable in the gradient space. This paper proposes a gradient guided dual-branch network (GGDB-Net) for image dehazing. Specifically, we explore the hazy image gradient map to guide our model to focus on the hazy regions and edge restoration. We implement two parallel branches with a comprehensive loss function, which collaborate to dehaze and repair the lost edges in haze images. Moreover, the gradient-guided approach can potentially be applied to existing learning-based image dehazing models to boost their performance. Experimental results indicate that our results have good visual perceptions and are comparable to state-of-the-art methods in quantitative metrics. <\/jats:p>","DOI":"10.1142\/s0218126622502905","type":"journal-article","created":{"date-parts":[[2022,6,9]],"date-time":"2022-06-09T08:19:53Z","timestamp":1654762793000},"source":"Crossref","is-referenced-by-count":6,"title":["Gradient Guided Dual-Branch Network for Image Dehazing"],"prefix":"10.1142","volume":"31","author":[{"given":"Mingliang","family":"Gao","sequence":"first","affiliation":[{"name":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2473-4976","authenticated-orcid":false,"given":"Qingyu","family":"Mao","sequence":"additional","affiliation":[{"name":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, P.\u00a0R.\u00a0China"}]},{"given":"Qilei","family":"Li","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London E1 4NS, UK"}]},{"given":"Xiangyu","family":"Guo","sequence":"additional","affiliation":[{"name":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, P.\u00a0R.\u00a0China"}]},{"given":"Gwanggil","family":"Jeon","sequence":"additional","affiliation":[{"name":"Department of Embedded Systems Engineering, Incheon National University, Incheon 22012, South Korea"}]},{"given":"Lina","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, P.\u00a0R.\u00a0China"}]}],"member":"219","published-online":{"date-parts":[[2022,6,29]]},"reference":[{"key":"S0218126622502905BIB002","first-page":"053102","volume":"57","author":"Wang J.","year":"2018","journal-title":"Opt. Eng."},{"key":"S0218126622502905BIB003","first-page":"1","author":"Ding F.","year":"2021","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"S0218126622502905BIB004","doi-asserted-by":"publisher","DOI":"10.1117\/1.3265713"},{"key":"S0218126622502905BIB005","doi-asserted-by":"publisher","DOI":"10.1109\/MCE.2020.3047606"},{"key":"S0218126622502905BIB006","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2021.3130311"},{"key":"S0218126622502905BIB008","volume-title":"Optics of the Atmosphere: Scattering by Molecules and Particles","author":"McCartney E. J.","year":"1976"},{"key":"S0218126622502905BIB009","doi-asserted-by":"publisher","DOI":"10.1023\/A:1016328200723"},{"key":"S0218126622502905BIB010","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6865"},{"key":"S0218126622502905BIB011","doi-asserted-by":"publisher","DOI":"10.1145\/2651362"},{"key":"S0218126622502905BIB012","first-page":"2341","volume":"33","author":"He K.","year":"2010","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"S0218126622502905BIB013","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2446191"},{"key":"S0218126622502905BIB014","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587643"},{"key":"S0218126622502905BIB015","doi-asserted-by":"publisher","DOI":"10.1186\/s13677-019-0147-6"},{"key":"S0218126622502905BIB016","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2019.2921803"},{"key":"S0218126622502905BIB017","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2000374"},{"key":"S0218126622502905BIB018","author":"Ding F.","year":"2021","journal-title":"IEEE Trans. Multimedia"},{"key":"S0218126622502905BIB019","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.101.2001126"},{"key":"S0218126622502905BIB020","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2020.014220"},{"key":"S0218126622502905BIB021","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2598681"},{"key":"S0218126622502905BIB022","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46475-6_10"},{"key":"S0218126622502905BIB023","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00337"},{"key":"S0218126622502905BIB024","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6701"},{"key":"S0218126622502905BIB025","doi-asserted-by":"publisher","DOI":"10.1109\/WACV.2019.00151"},{"key":"S0218126622502905BIB026","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2019.00244"},{"key":"S0218126622502905BIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2020.100172"},{"key":"S0218126622502905BIB028","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00779"},{"key":"S0218126622502905BIB030","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-019-01504-6"},{"key":"S0218126622502905BIB031","doi-asserted-by":"publisher","DOI":"10.1007\/s11220-020-00312-4"},{"key":"S0218126622502905BIB032","volume-title":"Pattern Classification and Scene Analysis","author":"Duda R. O.","year":"1973"},{"key":"S0218126622502905BIB033","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"S0218126622502905BIB034","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01234-2_18"},{"key":"S0218126622502905BIB035","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2867951"},{"key":"S0218126622502905BIB036","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2018.00119"},{"key":"S0218126622502905BIB039","first-page":"8026","volume":"32","author":"Paszke A.","year":"2019","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"S0218126622502905BIB040","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.511"},{"key":"S0218126622502905BIB041","first-page":"203","volume-title":"Asian Conf. Computer Vision","author":"Mei K.","year":"2018"},{"key":"S0218126622502905BIB042","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"}],"container-title":["Journal of Circuits, Systems and Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218126622502905","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,6]],"date-time":"2022-10-06T11:56:33Z","timestamp":1665057393000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218126622502905"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,29]]},"references-count":37,"journal-issue":{"issue":"16","published-print":{"date-parts":[[2022,11,15]]}},"alternative-id":["10.1142\/S0218126622502905"],"URL":"https:\/\/doi.org\/10.1142\/s0218126622502905","relation":{},"ISSN":["0218-1266","1793-6454"],"issn-type":[{"value":"0218-1266","type":"print"},{"value":"1793-6454","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,29]]},"article-number":"2250290"}}