首页|BARN:Behavior-Aware Relation Network for multi-label behavior detection in socially housed macaques

BARN:Behavior-Aware Relation Network for multi-label behavior detection in socially housed macaques

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  • 国家科技期刊平台
  • NETL
  • NSTL
  • 万方数据
Quantification of behaviors in macaques provides crucial support for various scientific disciplines,including pharmacology,neuroscience,and ethology.Despite recent advancements in the analysis of macaque behavior,research on multi-label behavior detection in socially housed macaques,including consideration of interactions among them,remains scarce.Given the lack of relevant approaches and datasets,we developed the Behavior-Aware Relation Network(BARN)for multi-label behavior detection of socially housed macaques.Our approach models the relationship of behavioral similarity between macaques,guided by a behavior-aware module and novel behavior classifier,which is suitable for multi-label classification.We also constructed a behavior dataset of rhesus macaques using ordinary RGB cameras mounted outside their cages.The dataset included 65 913 labels for 19 behaviors and 60 367 proposals,including identities and locations of the macaques.Experimental results showed that BARN significantly improved the baseline SlowFast network and outperformed existing relation networks.In conclusion,we successfully achieved multi-label behavior detection of socially housed macaques with both economic efficiency and high accuracy.

Macaque behaviorDrug safety assessmentMulti-label behavior detectionBehavioral similarityRelation network

Sen Yang、Zhi-Yuan Chen、Ke-Wei Liang、Cai-Jie Qin、Yang Yang、Wen-Xuan Fan、Chen-Lu Jie、Xi-Bo Ma

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College of Medicine and Biological Information Engineering,Northeastern University,Shenyang,Liaoning 110169,China

MAIS,State Key Laboratory of Multimodal Artificial Intelligence Systems,Institute of Automation,Chinese Academy of Sciences,Beijing 100190,China

School of Artificial Intelligence,University of Chinese Academy of Sciences,Beijing,100049,China

School of Automation,Harbin University of Science and Technology,Harbin,Heilongjiang 150080,China

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Major Project of the National Natural Science Foundation of ChinaMajor Project of the National Natural Science Foundation of ChinaOutstanding Member Project of Youth Innovation Promotion Association of the Chinese Academy of Sciences

8209005181871442Y201930

2023

10.24272/j.issn.2095-8137.2022.485

动物学研究
中国科学院昆明动物研究所 中国动物学会

动物学研究

CSTPCDCSCD
影响因子：0.582
ISSN：0254-5853
年,卷(期)：2023.44(6)
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