{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T20:55:56Z","timestamp":1774990556107,"version":"3.50.1"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T00:00:00Z","timestamp":1710288000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T00:00:00Z","timestamp":1710288000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772319, 61976125, 61976124, 61907026"],"award-info":[{"award-number":["61772319, 61976125, 61976124, 61907026"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772319, 61976125, 61976124, 61907026"],"award-info":[{"award-number":["61772319, 61976125, 61976124, 61907026"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772319, 61976125, 61976124, 61907026"],"award-info":[{"award-number":["61772319, 61976125, 61976124, 61907026"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772319, 61976125, 61976124, 61907026"],"award-info":[{"award-number":["61772319, 61976125, 61976124, 61907026"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SIViP"],"published-print":{"date-parts":[[2024,7]]},"DOI":"10.1007\/s11760-024-03080-w","type":"journal-article","created":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T20:57:50Z","timestamp":1710363470000},"page":"4385-4394","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Attention-based color consistency underwater image enhancement network"],"prefix":"10.1007","volume":"18","author":[{"given":"Baocai","family":"Chang","sequence":"first","affiliation":[]},{"given":"Jinjiang","family":"Li","sequence":"additional","affiliation":[]},{"given":"Haiyang","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Mengjun","family":"Li","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,3,13]]},"reference":[{"key":"3080_CR1","doi-asserted-by":"crossref","unstructured":"Akkaynak, D., Treibitz, T.: Sea-thru: a method for removing water from underwater images. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp. 1682\u20131691 (2019)","DOI":"10.1109\/CVPR.2019.00178"},{"key":"3080_CR2","doi-asserted-by":"crossref","unstructured":"Ancuti, C., Ancuti, C.O., Haber, T., Bekaert, P.: Enhancing underwater images and videos by fusion. In: 2012 IEEE Conference on computer vision and pattern recognition, IEEE. pp. 81\u201388 (2012)","DOI":"10.1109\/CVPR.2012.6247661"},{"key":"3080_CR3","doi-asserted-by":"publisher","first-page":"2653","DOI":"10.1109\/TIP.2019.2951304","volume":"29","author":"CO Ancuti","year":"2019","unstructured":"Ancuti, C.O., Ancuti, C., De Vleeschouwer, C., Sbert, M.: Color channel compensation (3c): a fundamental pre-processing step for image enhancement. IEEE Trans. Image Process. 29, 2653\u20132665 (2019)","journal-title":"IEEE Trans. Image Process."},{"key":"3080_CR4","doi-asserted-by":"crossref","unstructured":"Carion, N., Massa, F., Synnaeve, G., Usunier, N., Kirillov, A., Zagoruyko, S.: End-to-end object detection with transformers. In: European conference on computer vision, Springer. pp. 213\u2013229 (2020)","DOI":"10.1007\/978-3-030-58452-8_13"},{"key":"3080_CR5","doi-asserted-by":"publisher","first-page":"1756","DOI":"10.1109\/TIP.2011.2179666","volume":"21","author":"JY Chiang","year":"2011","unstructured":"Chiang, J.Y., Chen, Y.C.: Underwater image enhancement by wavelength compensation and dehazing. IEEE Trans. Image Process. 21, 1756\u20131769 (2011)","journal-title":"IEEE Trans. Image Process."},{"key":"3080_CR6","unstructured":"Dosovitskiy, A., Beyer, L., Kolesnikov, A., Weissenborn, D., Zhai, X., Unterthiner, T., Dehghani, M., Minderer, M., Heigold, G., Gelly, S., et\u00a0al.: An image is worth 16x16 words: transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020)"},{"key":"3080_CR7","doi-asserted-by":"crossref","unstructured":"Drews, P., Nascimento, E., Moraes, F., Botelho, S., Campos, M.: Transmission estimation in underwater single images. In: Proceedings of the IEEE international conference on computer vision workshops, pp. 825\u2013830 (2013)","DOI":"10.1109\/ICCVW.2013.113"},{"key":"3080_CR8","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1109\/MCG.2016.26","volume":"36","author":"PL Drews","year":"2016","unstructured":"Drews, P.L., Nascimento, E.R., Botelho, S.S., Campos, M.F.M.: Underwater depth estimation and image restoration based on single images. IEEE Comput. Gr. Appl. 36, 24\u201335 (2016)","journal-title":"IEEE Comput. Gr. Appl."},{"key":"3080_CR9","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1016\/j.jvcir.2014.11.006","volume":"26","author":"A Galdran","year":"2015","unstructured":"Galdran, A., Pardo, D., Pic\u00f3n, A., Alvarez-Gila, A.: Automatic red-channel underwater image restoration. J. Vis. Commun. Image Represent. 26, 132\u2013145 (2015)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"3080_CR10","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1016\/j.asoc.2015.08.033","volume":"37","author":"ASA Ghani","year":"2015","unstructured":"Ghani, A.S.A., Isa, N.A.M.: Enhancement of low quality underwater image through integrated global and local contrast correction. Appl. Soft Comput. 37, 332\u2013344 (2015)","journal-title":"Appl. Soft Comput."},{"key":"3080_CR11","first-page":"2341","volume":"33","author":"K He","year":"2010","unstructured":"He, K., Sun, J., Tang, X.: Single image haze removal using dark channel prior. IEEE Trans. Pattern Anal. Mach. Intell. 33, 2341\u20132353 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"3080_CR12","first-page":"1703","volume-title":"2010 IEEE Int. Conf. Syst.","author":"K Iqbal","year":"2010","unstructured":"Iqbal, K., Odetayo, M., James, A., Salam, R.A., Talib, A.Z.H.: Enhancing the low quality images using unsupervised colour correction method. In: 2010 IEEE Int. Conf. Syst., pp. 1703\u20131709. Man and Cybernetics, IEEE (2010)"},{"key":"3080_CR13","doi-asserted-by":"publisher","first-page":"3227","DOI":"10.1109\/LRA.2020.2974710","volume":"5","author":"MJ Islam","year":"2020","unstructured":"Islam, M.J., Xia, Y., Sattar, J.: Fast underwater image enhancement for improved visual perception. IEEE Robot. Autom. Lett. 5, 3227\u20133234 (2020)","journal-title":"IEEE Robot. Autom. Lett."},{"key":"3080_CR14","unstructured":"Jamadandi, A., Mudenagudi, U.: Exemplar-based underwater image enhancement augmented by wavelet corrected transforms. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition workshops, pp. 11\u201317 (2019)"},{"key":"3080_CR15","doi-asserted-by":"crossref","unstructured":"Li, C., Anwar, S., Hou, J., Cong, R., Guo, C., Ren, W.: Underwater image enhancement via medium transmission-guided multi-color space embedding. IEEE Trans. Image Process. 30, 4985\u20135000 (2021)","DOI":"10.1109\/TIP.2021.3076367"},{"key":"3080_CR16","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.107038","volume":"98","author":"C Li","year":"2020","unstructured":"Li, C., Anwar, S., Porikli, F.: Underwater scene prior inspired deep underwater image and video enhancement. Pattern Recogn. 98, 107038 (2020)","journal-title":"Pattern Recogn."},{"key":"3080_CR17","doi-asserted-by":"publisher","first-page":"4376","DOI":"10.1109\/TIP.2019.2955241","volume":"29","author":"C Li","year":"2019","unstructured":"Li, C., Guo, C., Ren, W., Cong, R., Hou, J., Kwong, S., Tao, D.: An underwater image enhancement benchmark dataset and beyond. IEEE Trans. Image Process. 29, 4376\u20134389 (2019)","journal-title":"IEEE Trans. Image Process."},{"key":"3080_CR18","doi-asserted-by":"publisher","first-page":"5664","DOI":"10.1109\/TIP.2016.2612882","volume":"25","author":"CY Li","year":"2016","unstructured":"Li, C.Y., Guo, J.C., Cong, R.M., Pang, Y.W., Wang, B.: Underwater image enhancement by dehazing with minimum information loss and histogram distribution prior. IEEE Trans. Image Process. 25, 5664\u20135677 (2016)","journal-title":"IEEE Trans. Image Process."},{"key":"3080_CR19","first-page":"387","volume":"3","author":"J Li","year":"2017","unstructured":"Li, J., Skinner, K.A., Eustice, R.M., Johnson-Roberson, M.: Watergan: unsupervised generative network to enable real-time color correction of monocular underwater images. IEEE Robot. Autom. Lett. 3, 387\u2013394 (2017)","journal-title":"IEEE Robot. Autom. Lett."},{"key":"3080_CR20","doi-asserted-by":"publisher","first-page":"10321","DOI":"10.1364\/OE.413164","volume":"29","author":"K Liu","year":"2021","unstructured":"Liu, K., Liang, Y.: Underwater image enhancement method based on adaptive attenuation-curve prior. Opt. Express 29, 10321\u201310345 (2021)","journal-title":"Opt. Express"},{"key":"3080_CR21","doi-asserted-by":"publisher","first-page":"4861","DOI":"10.1109\/TCSVT.2019.2963772","volume":"30","author":"R Liu","year":"2020","unstructured":"Liu, R., Fan, X., Zhu, M., Hou, M., Luo, Z.: Real-world underwater enhancement: challenges, benchmarks, and solutions under natural light. IEEE Trans. Circuits Syst. Video Technol. 30, 4861\u20134875 (2020)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"3080_CR22","doi-asserted-by":"crossref","unstructured":"Maaz, M., Shaker, A., Cholakkal, H., Khan, S., Zamir, S.W., Anwer, R.M., Shahbaz\u00a0Khan, F.: Edgenext: efficiently amalgamated CNN-transformer architecture for mobile vision applications. In: European conference on computer vision, Springer. pp. 3\u201320 (2022)","DOI":"10.1007\/978-3-031-25082-8_1"},{"key":"3080_CR23","doi-asserted-by":"crossref","unstructured":"Mu, P., Xu, H., Liu, Z., Wang, Z., Chan, S., Bai, C.: A generalized physical-knowledge-guided dynamic model for underwater image enhancement. In: Proceedings of the 31st ACM international conference on multimedia, pp. 7111\u20137120 (2023)","DOI":"10.1145\/3581783.3612323"},{"key":"3080_CR24","doi-asserted-by":"publisher","first-page":"1579","DOI":"10.1109\/TIP.2017.2663846","volume":"26","author":"YT Peng","year":"2017","unstructured":"Peng, Y.T., Cosman, P.C.: Underwater image restoration based on image blurriness and light absorption. IEEE Trans. Image Process. 26, 1579\u20131594 (2017)","journal-title":"IEEE Trans. Image Process."},{"key":"3080_CR25","doi-asserted-by":"crossref","unstructured":"Song, W., Wang, Y., Huang, D., Tjondronegoro, D.: A rapid scene depth estimation model based on underwater light attenuation prior for underwater image restoration. In: Advances in multimedia information processing\u2013PCM 2018: 19th Pacific-Rim conference on multimedia, Hefei, China, Sept 21-22, 2018, proceedings, Part I 19, Springer. pp. 678\u2013688 (2018)","DOI":"10.1007\/978-3-030-00776-8_62"},{"key":"3080_CR26","doi-asserted-by":"publisher","first-page":"469","DOI":"10.1049\/iet-ipr.2018.5237","volume":"13","author":"X Sun","year":"2019","unstructured":"Sun, X., Liu, L., Li, Q., Dong, J., Lima, E., Yin, R.: Deep pixel-to-pixel network for underwater image enhancement and restoration. IET Image Proc. 13, 469\u2013474 (2019)","journal-title":"IET Image Proc."},{"key":"3080_CR27","unstructured":"Wang, N., Zhou, Y., Han, F., Zhu, H., Yao, J.: Uwgan: underwater GAN for real-world underwater color restoration and dehazing. arXiv preprint arXiv:1912.10269 (2019)"},{"key":"3080_CR28","doi-asserted-by":"publisher","first-page":"140233","DOI":"10.1109\/ACCESS.2019.2932130","volume":"7","author":"Y Wang","year":"2019","unstructured":"Wang, Y., Song, W., Fortino, G., Qi, L.Z., Zhang, W., Liotta, A.: An experimental-based review of image enhancement and image restoration methods for underwater imaging. IEEE Access 7, 140233\u2013140251 (2019)","journal-title":"IEEE Access"},{"key":"3080_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2019.115723","volume":"81","author":"M Yang","year":"2020","unstructured":"Yang, M., Hu, K., Du, Y., Wei, Z., Sheng, Z., Hu, J.: Underwater image enhancement based on conditional generative adversarial network. Signal Process. Image Commun. 81, 115723 (2020)","journal-title":"Signal Process. Image Commun."},{"key":"3080_CR30","first-page":"1","volume":"60","author":"J Yuan","year":"2021","unstructured":"Yuan, J., Cai, Z., Cao, W.: Tebcf: real-world underwater image texture enhancement model based on blurriness and color fusion. IEEE Trans. Geosci. Remote Sens. 60, 1\u201315 (2021)","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"3080_CR31","doi-asserted-by":"crossref","unstructured":"Yuan, J., Cao, W., Cai, Z., Su, B.: An underwater image vision enhancement algorithm based on contour bougie morphology. IEEE Trans. Geosci. Remote Sens. 59, 8117\u20138128 (2020)","DOI":"10.1109\/TGRS.2020.3033407"},{"key":"3080_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.106743","volume":"125","author":"D Zhang","year":"2023","unstructured":"Zhang, D., Wu, C., Zhou, J., Zhang, W., Li, C., Lin, Z.: Hierarchical attention aggregation with multi-resolution feature learning for GAN-based underwater image enhancement. Eng. Appl. Artif. Intell. 125, 106743 (2023)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"3080_CR33","doi-asserted-by":"publisher","first-page":"718","DOI":"10.1109\/JOE.2022.3140563","volume":"47","author":"W Zhang","year":"2022","unstructured":"Zhang, W., Wang, Y., Li, C.: Underwater image enhancement by attenuated color channel correction and detail preserved contrast enhancement. IEEE J. Oceanic Eng. 47, 718\u2013735 (2022)","journal-title":"IEEE J. Oceanic Eng."},{"key":"3080_CR34","doi-asserted-by":"crossref","unstructured":"Zhou, J., Yang, T., Chu, W., Zhang, W.: Underwater image restoration via backscatter pixel prior and color compensation. Eng. Appl. Artif. Intell. 111, 104785 (2022)","DOI":"10.1016\/j.engappai.2022.104785"}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03080-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-024-03080-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03080-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,23]],"date-time":"2024-05-23T13:10:59Z","timestamp":1716469859000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-024-03080-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,3,13]]},"references-count":34,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,7]]}},"alternative-id":["3080"],"URL":"https:\/\/doi.org\/10.1007\/s11760-024-03080-w","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,3,13]]},"assertion":[{"value":"28 October 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 February 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 February 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 March 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declaration"}},{"value":"The authors declare that no potential competing interests exist. There is no an undisclosed relationship they may pose a competing interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}}]}}