Posture tracking of multiple individual fish for behavioral monitoring with visual sensors | |
Xia, Chunlei1,2![]() | |
发表期刊 | ECOLOGICAL INFORMATICS
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ISSN | 1574-9541 |
2016-11-01 | |
卷号 | 36页码:190-198 |
关键词 | Fish Pose Measurement Head And Tail Identification Movement Patterns Fish Aggregation Behavioral Analysis Behavioral Sensing |
DOI | 10.1016/j.ecoinf.2016.07.004 |
英文摘要 | A novel scheme for the behavioral monitoring of multiple fish is presented based on measurements of the fish posture. Image identification of the fish head and tail is proposed by examining the gray level appearance features. A simplified posture of fish was calculated from its head and centroid. Multiple individual tracking was developed by incorporating the fish posture and global nearest neighbor. The proposed tracking scheme was tested with 2-5 individual Zebra fish (Cyprinidae, Danio rerio) under laboratory conditions. The experimental results confirmed the stability of the identification of a fish head and tail and a robust tracking performance was achieved. The proposed method could accurately record the movement trajectories and posture information of each individual. The tracking errors were only 0.278%-1.572% for 2-5 individual fish while the posture measurement error rates were less than 0.16%. Furthermore, the movement patterns of the fish, e.g., angular variations and distribution of the movement angle, were investigated from the behavioral data, which revealed the advantages of the proposed posture measurement for behavioral studies. The aggregation behavior of multiple fish was also analyzed to reveal the interaction patterns of the individuals in response to the spatial formation of the neighbors. (C) 2016 Elsevier B.V. All rights reserved. |
文章类型 | Article |
资助机构 | National Natural Science Foundation of China(41406112 ; 41501538) |
收录类别 | SCI |
语种 | 英语 |
关键词[WOS] | IMAGE-PROCESSING SYSTEM ; MEDAKA ORYZIAS-LATIPES ; SWIMMING BEHAVIOR ; QUANTIFICATION ; RESPONSES ; ETHOVISION ; DIAZINON ; EXPOSURE |
研究领域[WOS] | Environmental Sciences & Ecology |
WOS记录号 | WOS:000390970000021 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.yic.ac.cn/handle/133337/19237 |
专题 | 中国科学院海岸带环境过程与生态修复重点实验室_海岸带环境工程技术研究与发展中心 中国科学院海岸带环境过程与生态修复重点实验室 |
作者单位 | 1.Chinese Acad Sci, Yantai Inst Coastal Zone Res, Res Ctr Coastal Environm Engn & Technol Shandong, Yantai 264003, Peoples R China 2.Pusan Natl Univ, Sch Elect Engn, Pusan 609735, South Korea 3.Pusan Natl Univ, Dept Biol Sci, Pusan 609735, South Korea 4.MEP, South China Inst Environm Sci, Key Lab Water & Air Pollut Control Guangdong Prov, Guangzhou 510065, Guangdong, Peoples R China 5.Chinese Acad Sci, Shandong Technol Transfer Ctr, Yantai Ctr, Yantai 264003, Peoples R China |
推荐引用方式 GB/T 7714 | Xia, Chunlei,Chon, Tae-Soo,Liu, Yuedan,et al. Posture tracking of multiple individual fish for behavioral monitoring with visual sensors[J]. ECOLOGICAL INFORMATICS,2016,36:190-198. |
APA | Xia, Chunlei,Chon, Tae-Soo,Liu, Yuedan,Chi, Jing,&Lee, JangMyung.(2016).Posture tracking of multiple individual fish for behavioral monitoring with visual sensors.ECOLOGICAL INFORMATICS,36,190-198. |
MLA | Xia, Chunlei,et al."Posture tracking of multiple individual fish for behavioral monitoring with visual sensors".ECOLOGICAL INFORMATICS 36(2016):190-198. |
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