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基于自集成视觉Transformer的图像检索
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作者 黄溪 王先兵 +1 位作者 林海 何涛 《武汉大学学报(工学版)》 CAS CSCD 北大核心 2024年第12期1795-1802,共8页
视觉Transformer在图像分类任务方面表现出色。相较于卷积神经网络,其结构中的自注意力机制能够有效消除图像中噪声的影响,提取出图像关键特征信息表达。鉴于图像检索任务需要从图像中获取高质量的特征描述向量以提高检索的准确率,提出... 视觉Transformer在图像分类任务方面表现出色。相较于卷积神经网络,其结构中的自注意力机制能够有效消除图像中噪声的影响,提取出图像关键特征信息表达。鉴于图像检索任务需要从图像中获取高质量的特征描述向量以提高检索的准确率,提出了一种以视觉Transformer模型为骨干网络的特征提取框架,针对视觉Transformer中的多层自注意力结构,通过自集成的方式融合多个自注意力层的特征输出作为最终图像特征,以提升模型的检索效果。在热门的公开数据集In-shop Clothes Retrieval和Stanford Online Product上进行了实验,结果表明所提方法能够有效提升视觉Transformer提取特征的检索效果,并且优于其他6种先进的图像检索方法。 展开更多
关键词 视觉Transformer 图像检索 自集成 自注意力 排序损失
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Effects of process parameters on the microstructure during the hot compression of a TC6 titanium alloy 被引量:5
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作者 LIMiaoquan XIONGAiming +3 位作者 CHENGShenghui HUANGWeichao LIYuanchun linhai 《Rare Metals》 SCIE EI CAS CSCD 2004年第3期263-268,共6页
The effects of process parameters on the microstructural evolution, includinggrain size and volume traction of the a phase during hot forming of a TC6 alloy were investigatedusing compression tests. Experiments were c... The effects of process parameters on the microstructural evolution, includinggrain size and volume traction of the a phase during hot forming of a TC6 alloy were investigatedusing compression tests. Experiments were conducted on the material with (α + β) phases atdeformation temperatures of 800, 860, 920, and 950℃, strain rates of 0.001, 0.01, 1, and 50 s^(-1),and height direction reductions of 30%, 40%, and 50%. After reaching a peak value near 920℃, thegrain size and volume fraction decrease with further increase of deformation temperature. The strainrate affects the morphologies and grain size of α phase of the TC6 titanium alloy. At a lowerstrain rate, the effect of the strain rate on the volume fraction is greater than that at a higherstrain rate under the experimental conditions. The effects of the strain rate on the microstructurealso result from deformation heating. The grain size of the α phase increases with an increase inheight direction reduction after an early drop. The effect of height direction reduction on thevolume fraction is similar to that of the grain size. All of the optical micrographs andquantitative metallography show that deformation process parameters affect the microstructure duringhot forming of the TC6 alloy, and a correlation between the temperature, strain, and strain rateappears to be a significant fuzzy characteristic. 展开更多
关键词 titanium alloy hot compression microstructure variables processparameters grain size
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小电容救活大硬盘
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作者 linhai 《电脑知识与技术(过刊)》 2003年第13期62-62,共1页
故障:我的电脑是2001年自己组装的兼容机,历经两年,已经慢慢的变"老"了,这不,硬盘又出毛病了!现象为开机无法检测到硬盘,多开几次后方可检测到硬盘且能正常引导系统(期间必须开关电源,按复位键无效).
关键词 硬盘 电路板 电解电容 故障排除 计算机
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Three Popuation—Age Distribution Indices of the Samples of Natinoal Nutrition Survey in 1992
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作者 linhai ZhaiFeng-Ying 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 1997年第4期459-459,共1页
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