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基于多任务学习的视频异常检测方法
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作者 常兴亚 武云鹤 +1 位作者 陈东岳 邓诗卓 《仪器仪表学报》 EI CAS CSCD 北大核心 2023年第8期21-29,共9页
针对异常事件位于图像前景的某个局部区域,且背景区域对于异常检测存在干扰的问题,提出了一种多任务异常检测双流模型,模型架构包含未来帧预测网络和光流重构网络。首先利用前景检测算法获取自然图像和光流图像的目标区域,再将选取的区... 针对异常事件位于图像前景的某个局部区域,且背景区域对于异常检测存在干扰的问题,提出了一种多任务异常检测双流模型,模型架构包含未来帧预测网络和光流重构网络。首先利用前景检测算法获取自然图像和光流图像的目标区域,再将选取的区域送入到编码-解码网络完成未来帧预测和运动重构,对运动特征和表观特征进行提取,最后,使用深度概率网络给出的概率值作为判断异常的决策,并与重构损失及预测损失相结合来判断视频的异常性。本文针对大型场景的3个视频监控数据集(UCSD行人数据集、Avenue、Shanghai Tech)对本文提出的模型进行了异常性评估,所提出的方法在3个数据集上的AUC值分别为97.4%,86.4%,73.4%。与现有工作相比,本文的模型架构简洁且易于训练,异常检测结果更加准确。 展开更多
关键词 异常检测 未来帧预测 运动重构 深度概率估计 多任务学习
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Prolonged manganese exposure induces severe deficits in lifespan,development and reproduction possibly by altering oxidative stress response in Caenorhabditis elegans 被引量:13
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作者 XIAO Jing RUI Qi +2 位作者 GUO Yuling chang xingya WANG Dayong 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2009年第6期842-848,共7页
We examined the possible multiple defects induced by acute and prolonged exposure to high levels of manganese(Mn) solution by monitoring the endpoints of lifespan,development,reproduction,and stress response.Our dat... We examined the possible multiple defects induced by acute and prolonged exposure to high levels of manganese(Mn) solution by monitoring the endpoints of lifespan,development,reproduction,and stress response.Our data suggest that acute exposure(6 h) to Mn did not cause severe defects of life span,development,and reproduction,similarly,no significant defect could be found in animals exposed to a low concentration of Mn(2.5 μmol/L) for 48 h.In contrast,prolonged exposure(48 h) to high Mn concentrations(75 and 200 μmol/L) resulted in significant defects of life span,development,and reproduction,as well as the increase of the percentage of population with hsp-16.2::gfp expression indicating the obvious induction of stress responses in exposed animals.Moreover,prolonged exposure(48 h) to high concentrations(75 and 200 μmol/L) of Mn decreased the expression levels of antioxidant genes of sod-1,sod-2,sod-3,and sod-4 compared to control.Therefore,prolonged exposure to high concentrations of Mn will induce the severe defects of life span,development,and reproduction in nematodes possibly by affecting the stress response and expression of antioxidant genes in Caenorhabditis elegans. 展开更多
关键词 manganese toxicity prolonged exposure stress response antioxidant gene Caenorhabditis elegans
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