{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T21:13:06Z","timestamp":1768338786888,"version":"3.49.0"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"14","license":[{"start":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T00:00:00Z","timestamp":1628726400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T00:00:00Z","timestamp":1628726400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61971373"],"award-info":[{"award-number":["61971373"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100003787","name":"Natural Science Foundation of Hebei Province","doi-asserted-by":"publisher","award":["F2019203440"],"award-info":[{"award-number":["F2019203440"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science and Technology Support Projects of Key research and Development Plans of Qinhuangdao City","award":["201801B010"],"award-info":[{"award-number":["201801B010"]}]},{"name":"National Key Research and Development Plan","award":["2019YFC1407900"],"award-info":[{"award-number":["2019YFC1407900"]}]},{"DOI":"10.13039\/501100004543","name":"China Scholarship Council","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004543","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2022,6]]},"DOI":"10.1007\/s11042-021-11307-y","type":"journal-article","created":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T04:19:19Z","timestamp":1628741959000},"page":"19429-19444","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":25,"title":["Research on multiple jellyfish classification and detection based on deep learning"],"prefix":"10.1007","volume":"81","author":[{"given":"Ying","family":"Han","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiuyue","family":"Chang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shuaimin","family":"Ding","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meijing","family":"Gao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bozhi","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shiyu","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,8,12]]},"reference":[{"issue":"1","key":"11307_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0016-0032(80)90058-7","volume":"310","author":"G Buchsbaum","year":"1980","unstructured":"Buchsbaum G (1980) A spatial processor model for object colour perception. Journal of the Franklin institute 310(1):1\u201326","journal-title":"Journal of the Franklin institute"},{"issue":"3","key":"11307_CR2","first-page":"650","volume":"60","author":"GA Colombo","year":"2003","unstructured":"Colombo GA, Mianzan H, Madirolas A, et al. (2003) Acoustic characterization of gelatinous-plankton aggregations: four case studies from the argentine continental shelf. ICES Symposium on Acoustics in Fisheries and Aquatic Ecology 60(3):650\u2013657","journal-title":"ICES Symposium on Acoustics in Fisheries and Aquatic Ecology"},{"issue":"2","key":"11307_CR3","first-page":"22","volume":"24","author":"J Dong","year":"2005","unstructured":"Dong J, Liu C, Li W, et al. (2005) The morphology and structure of jellyfish (Cyanea nozakii Kishinouye). Fish Sci 24(2):22\u201323","journal-title":"Fish Sci"},{"key":"11307_CR4","doi-asserted-by":"crossref","unstructured":"French G, Mackiewicz M, Fisher M, et al. (2018) JellyMonitor: Automated detection of jellyfish in sonar images using neural networks. In: Proceedings of the 14th IEEE international conference on signal processing, pp 406\u2013412","DOI":"10.1109\/ICSP.2018.8652268"},{"key":"11307_CR5","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, et al. (2015) Automatic red-channel underwater image restoration. J Vis Commun Image Represent 26:132\u2013145","journal-title":"J Vis Commun Image Represent"},{"key":"11307_CR6","doi-asserted-by":"crossref","unstructured":"Girshick R, Donahue J, Darrell T, et al. (2014) Rich feature hierarchies for accurate object detection and semantic segmentation. 2014 IEEE Conference on computer vision and pattern recognition, pp 580\u2013587","DOI":"10.1109\/CVPR.2014.81"},{"issue":"12","key":"11307_CR7","doi-asserted-by":"publisher","first-page":"2377","DOI":"10.1364\/AO.38.002377","volume":"38","author":"R Gould","year":"1999","unstructured":"Gould R, Arnone R, Martinolich P (1999) Spectral dependence of the scattering coefficient in case1 and case2 waters. Appl Opt 38(12):2377\u20132383","journal-title":"Appl Opt"},{"issue":"11","key":"11307_CR8","first-page":"55","volume":"33","author":"Q Han","year":"2009","unstructured":"Han Q, Rong M, Liu W (2009) Algorithm research of auto white balance in hardware-based ISP. Information Technology 33(11):55\u201359","journal-title":"Information Technology"},{"key":"11307_CR9","unstructured":"He K, Sun J, Tang X (2009) Single image haze removal using dark channel prior. In: 2009 IEEE computer society conference on computer vision and pattern recognition, pp 1956\u20131963"},{"issue":"1","key":"11307_CR10","doi-asserted-by":"publisher","first-page":"159","DOI":"10.3354\/meps314159","volume":"314","author":"JDR Houghton","year":"2006","unstructured":"Houghton JDR, Doyle TK, Davenport J, et al. (2006) Developing a simple, rapid method for identifying and monitoring jellyfish aggregations from the air. Mar Ecol Prog Ser 314(1):159\u2013170","journal-title":"Mar Ecol Prog Ser"},{"key":"11307_CR11","unstructured":"Hu B (2015) Underwater image color correction based on image-fusion method (M.S. thesis). Ocean University of China Qingdao, Shandong, China"},{"key":"11307_CR12","doi-asserted-by":"crossref","unstructured":"Kim H, Kim D, Jung S, et al. (2015) Development of a UAV-type jellyfish monitoring system using deep learning. International Conference on Ubiquitous Robots & Ambient Intelligence: 495\u2013497","DOI":"10.1109\/URAI.2015.7358813"},{"issue":"1","key":"11307_CR13","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1007\/s12601-016-0006-z","volume":"51","author":"S Kim","year":"2016","unstructured":"Kim S, Lee K, Yoon WD, et al. (2016) Vertical distribution of giant jellyfish, nemopilema nomurai using acoustics and optics. Ocean Science Journal 51(1):59\u201365","journal-title":"Ocean Science Journal"},{"issue":"1","key":"11307_CR14","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1007\/s12555-014-0305-z","volume":"14","author":"D Kim","year":"2016","unstructured":"Kim D, Shin JU, Kim H, et al. (2016) Development and experimental testing of an autonomous jellyfish detection and removal system robot. Int J Control 14(1):312\u2013322","journal-title":"Int J Control"},{"key":"11307_CR15","doi-asserted-by":"crossref","unstructured":"Koo J, Jung S, Myung H (2017) A jellyfish distribution management system using an unmanned aerial vehicle and unmanned surface vehicles. IEEE OES International Symposium on Underwater Technology 7890324","DOI":"10.1109\/UT.2017.7890324"},{"issue":"6","key":"11307_CR16","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1038\/scientificamerican1277-108","volume":"237","author":"E Land","year":"1977","unstructured":"Land E (1977) The retinex theory of color vision. Sci Am 237 (6):108\u2013129","journal-title":"Sci Am"},{"issue":"6","key":"11307_CR17","doi-asserted-by":"publisher","first-page":"1708","DOI":"10.3390\/s20061708","volume":"20","author":"M Martin-Abadal","year":"2020","unstructured":"Martin-Abadal M, Ruiz-Frau A, Hinz H, Gonzalez-Cid Y (2020) Jellytoring: Real-time jellyfish monitoring based on deep learning object detection. IEEE Sensors 20(6):1708","journal-title":"IEEE Sensors"},{"issue":"3","key":"11307_CR18","doi-asserted-by":"publisher","first-page":"355","DOI":"10.1016\/S0734-189X(87)80186-X","volume":"39","author":"SM Pizer","year":"1987","unstructured":"Pizer SM, Amburn EP, Austin JD, et al. (1987) Adaptive histogram equalization and its variations. Comput Vis Graphics Image Process 39 (3):355\u2013368","journal-title":"Comput Vis Graphics Image Process"},{"key":"11307_CR19","unstructured":"Ren S, He K, Girshick R, et al. (2015) Faster R-CNN: towards real-time object detection with region proposal networks. Neural information processing systems: 91\u201399"},{"issue":"03","key":"11307_CR20","first-page":"85","volume":"36","author":"S Rong","year":"2012","unstructured":"Rong S (2012) Research and application of automatic white balance arithmetic. Information Technology 36(03):85\u201388","journal-title":"Information Technology"},{"issue":"2","key":"11307_CR21","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/s11263-013-0620-5","volume":"104","author":"JRR Uijlings","year":"2013","unstructured":"Uijlings JRR, van de Sande KEA, et al. (2013) Selective Search for Object Recognition. Int J Comput Vis 104(2):154\u2013171","journal-title":"Int J Comput Vis"},{"issue":"12","key":"11307_CR22","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/j.seares.2018.09.014","volume":"142","author":"M Vodopivec","year":"2018","unstructured":"Vodopivec M, Mandeljc R, Makovec T, et al. (2018) Towards automated scyphistoma census in underwater imagery: A useful research and monitoring tool. J Sea Res 142(12):147\u2013156","journal-title":"J Sea Res"},{"issue":"3","key":"11307_CR23","first-page":"847","volume":"24","author":"JY Wang","year":"2013","unstructured":"Wang JY, Zhen Y, Wang GS, et al. (2013) Molecular biological identification and detection of Aurelia aurita based on mt-16s rDNA and MT COI genes. Chin J Appl Ecol 24(3):847\u2013852","journal-title":"Chin J Appl Ecol"},{"issue":"02","key":"11307_CR24","first-page":"221","volume":"55","author":"Y Xu","year":"2018","unstructured":"Xu Y, Zeng X (2018) Underwater image restoration based on red-dark channel prior and inverse filtering. Laser and Optoelectronics Progress 55(02):221\u2013228","journal-title":"Laser and Optoelectronics Progress"},{"key":"11307_CR25","unstructured":"Yan L, Li S, Ding F (2004) The preliminary studies on the dynamics of macro-jellyfish resources and their relationship with fisheries in the East China Sea and Yellow Sea. Marine Fisheries (1): 10\u201314"},{"issue":"1","key":"11307_CR26","first-page":"121","volume":"26","author":"X Zhang","year":"2009","unstructured":"Zhang X, Sun S, Li C (2009) Advances in research on marine jellyfish ecology. Natural Science Progress 26(1):121\u2013130","journal-title":"Natural Science Progress"},{"key":"11307_CR27","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1016\/j.oceaneng.2014.11.036","volume":"94","author":"X Zhao","year":"2015","unstructured":"Zhao X, Jin T, Qu S (2015) Deriving inherent optical properties from background color and underwater image enhancement. Ocean Eng 94:163\u2013172","journal-title":"Ocean Eng"},{"key":"11307_CR28","unstructured":"Zhou Z (2009) Study of marine plankton image capture system in real time (M.S. thesis). Ocean University of China Qingdao, Shandong, China"},{"key":"11307_CR29","doi-asserted-by":"crossref","unstructured":"Zitnick CL, Dollar P (2014) Edge boxes: locating object proposals from edges. European Conference on Computer Vision: 391\u2013405","DOI":"10.1007\/978-3-319-10602-1_26"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11307-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-021-11307-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11307-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,20]],"date-time":"2022-05-20T08:20:27Z","timestamp":1653034827000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-021-11307-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,12]]},"references-count":29,"journal-issue":{"issue":"14","published-print":{"date-parts":[[2022,6]]}},"alternative-id":["11307"],"URL":"https:\/\/doi.org\/10.1007\/s11042-021-11307-y","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,8,12]]},"assertion":[{"value":"4 March 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 June 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 July 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 August 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"We declare that we do not have any commercial or associative interest that represents a conflict of interest in connection with the work submitted.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of Interests"}}]}}