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Deep learning-based vision computing technique can provide much potential for such applications. As a result, this paper proposes a deep vision computation-driven realtime multitarget tracking approach for this purpose. It is a two-stage method, in which object detection is used in the first stage and target tracking is used in the second stage. First, the improved YOLOv7 model is utilized to train and identify the preprocessed data set to achieve accurate detection of fish targets. Then, a tracking algorithm, named SORT, is utilized to conduct an in-depth analysis of fish images to achieve continuous tracking of fish targets. Thus, further management affairs can be realized upon the basis of such conditions. Experimental results show that the improved YOLOv7 model achieves a high accuracy of 92% on the target detection task, and the Sort algorithm maintains a high degree of tracking accuracy and low tracking errors between consecutive frames. By combining these two methods, the daily behavior of fishes can be accurately detected and tracked in real time. In addition, the research also explores how to combine tracking results with breeding decisions to promote the development of breeding management in an intelligent direction. <\/jats:p>","DOI":"10.1142\/s0218126625501105","type":"journal-article","created":{"date-parts":[[2024,10,4]],"date-time":"2024-10-04T10:26:32Z","timestamp":1728037592000},"source":"Crossref","is-referenced-by-count":1,"title":["Deep Vision Computing-Driven Realtime Multitarget Tracking for Intelligent Industrial Aquaculture Management"],"prefix":"10.1142","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-4746-542X","authenticated-orcid":false,"given":"Peng","family":"Xu","sequence":"first","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-1139-7304","authenticated-orcid":false,"given":"Haiyu","family":"Xu","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-1194-4033","authenticated-orcid":false,"given":"Peng","family":"Xiao","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-0574-3655","authenticated-orcid":false,"given":"Wenxin","family":"Jiao","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-5076-2099","authenticated-orcid":false,"given":"Yutong","family":"Wang","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fayez","family":"Alqahtani","sequence":"additional","affiliation":[{"name":"Software Engineering Department, College of Computer and Information Sciences, King Saud University, Riyadh 12372, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8868-6913","authenticated-orcid":false,"given":"Zhiwei","family":"Guo","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi","family":"Zhang","sequence":"additional","affiliation":[{"name":"Research Center of Production Development, Chongqing Vocational College of Culture and Arts, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu","family":"Shen","sequence":"additional","affiliation":[{"name":"Chongqing Key Laboratory of Intelligent Perception and BlockChain Technology, School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing 400067, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2024,12,4]]},"reference":[{"key":"S0218126625501105BIB001","first-page":"185","volume":"5","author":"Kong Q.","year":"2022","journal-title":"Nat. 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