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Drug Safety Assessment:An Urgent Task
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作者 (Guo Haiyan Zhao Baohua) 《Bulletin of the Chinese Academy of Sciences》 2002年第3期136-136,共1页
A CAS scientist has pointed out at an international symposium that it is important for China to step up its efforts in drug safety assessment to address a hidden peril in China's pharmaceuticals industry.
关键词 GLP CAS drug safety assessment
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BARN:Behavior-Aware Relation Network for multi-label behavior detection in socially housed macaques
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作者 Sen Yang Zhi-Yuan Chen +5 位作者 Ke-Wei Liang Cai-Jie Qin Yang Yang Wen-Xuan Fan Chen-Lu Jie Xi-Bo Ma 《Zoological Research》 SCIE CSCD 2023年第6期1026-1038,共13页
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,rese... 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 for19 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 multilabel behavior detection of socially housed macaques with both economic efficiency and high accuracy. 展开更多
关键词 Macaque behavior drug safety assessment Multi-label behavior detection Behavioral similarity Relation network
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