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二值量化的多尺度描述子网络优化
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作者 王昌伟 柳伟 +2 位作者 陈三风 任仙怡 陆芸婷 《电子技术与软件工程》 2020年第19期128-129,共2页
本文提出基于图像比特位的多尺度方法,通过分析图像比特位图中的信息分布,提出并设计层级提取的多尺度结构,将图像的多个比特位信息分级利用,有效地提升神经网络在图像分类、图像匹配等计算机视觉任务中的性能表现。
关键词 神经网络二值量化 图像比特位 多尺度
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基于W正则化和变式余弦动量的二值量化
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作者 刘畅 陈莹 《南开大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第2期22-30,36,共10页
目前二值量化在信息提取过程中只能提取参数符号信息并且完全忽视位置信息,这导致了二值神经网络精度提升困难.针对当前存在的问题,提出了基于W正则化及变式余弦动量的新训练模块.W正则化可依据二值量化特点,对网络权重进行一定调整,使... 目前二值量化在信息提取过程中只能提取参数符号信息并且完全忽视位置信息,这导致了二值神经网络精度提升困难.针对当前存在的问题,提出了基于W正则化及变式余弦动量的新训练模块.W正则化可依据二值量化特点,对网络权重进行一定调整,使得不同位置的参数根据不同函数进行优化.设计充分利用了参数位置信息,同时提升了二值量化精度.此外,引入连续可导的变式余弦动量,即针对权重的位置分布添加不同幅度的动量,使得距离±1区间较远的参数可以以较快的速度逼近零点,该动量可以大幅提升收敛速度,在不影响推理速度的情况下进一步增加量化精度.在CIFAR-10, CIFAR-100, SVHN, Tiny ImageNet数据集上的实验结果表明,该方法在预测准确率上分别可以达到84.74%, 56.58%, 96.33%和42.41%,高于现有的先进算法. 展开更多
关键词 神经网络 模型压缩 二值量化 W正则化 变式余弦动量
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一种优化的可拓展激光雷达点云可学习二值量化网络 被引量:3
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作者 赵志 马燕新 +1 位作者 许可 万建伟 《光学学报》 EI CAS CSCD 北大核心 2022年第12期201-219,共19页
为解决激光雷达点云深度学习网络模型在移动端嵌入式设备部署存在的耗时耗存储问题,提出了一种激光雷达点云可学习二值量化网络模型。该模型基于特征的知识蒸馏,将全精度网络各层统计特征知识转移到二值量化网络,较大幅度地提升了量化精... 为解决激光雷达点云深度学习网络模型在移动端嵌入式设备部署存在的耗时耗存储问题,提出了一种激光雷达点云可学习二值量化网络模型。该模型基于特征的知识蒸馏,将全精度网络各层统计特征知识转移到二值量化网络,较大幅度地提升了量化精度;提出基于遗传算法的二值量化尺度因子恢复可学习优化算法,通过逐层搜索初始最优尺度恢复因子,并通过网络自学习大幅减少网络参数量;提出一种统计自适应池化损失最小化算法,包括量化网络自调节和全精度网络转移调节两种方式,以解决量化网络中池化信息损失较大的问题。实验结果表明,所提算法在获取高精度的同时实现了较大压缩比和加速比,可将PointNet大小压缩为原来的1/23、加速35倍以上,对其他点云主流深度网络具有良好的扩展性。 展开更多
关键词 测量 激光雷达 点云 可学习算法 二值量化 遗传算法
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三维点云深度模型压缩算法 被引量:1
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作者 赵志 许可 +1 位作者 马燕新 万建伟 《国防科技大学学报》 EI CAS CSCD 北大核心 2023年第5期193-201,共9页
随着计算机三维视觉的广泛应用,近几年基于深度学习的点云处理算法得到了大量研究,而耗时耗存储的缺陷较大程度限制了其在移动端的部署应用。基于改进损失函数的总体思路,提出了一种新的点云深度模型压缩框架,将知识蒸馏方法引入二值量... 随着计算机三维视觉的广泛应用,近几年基于深度学习的点云处理算法得到了大量研究,而耗时耗存储的缺陷较大程度限制了其在移动端的部署应用。基于改进损失函数的总体思路,提出了一种新的点云深度模型压缩框架,将知识蒸馏方法引入二值量化模型中,同时考虑点云聚合操作的特殊性引入了辅助损失项,改进的损失函数共包括预测损失项、蒸馏损失项和辅助损失项三部分。实验结果表明,和已有算法相比,所提算法可以获取更高的精度,同时对当前点云主流深度网络模型也具有良好的扩展性。 展开更多
关键词 点云 知识蒸馏 二值量化 损失函数
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视觉传感器网络中基于散度模型的协作式图像压缩机制 被引量:2
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作者 叶松涛 林亚平 易叶青 《通信学报》 EI CSCD 北大核心 2011年第3期69-78,共10页
结合视觉传感器网络的协同工作特性,提出一种基于散度模型的图像压缩机制。理论分析和实验结果表明,该压缩机制不仅可以减少图像数据量,而且由于压缩后每字节数据所含信息量由各簇内节点的二值量化像素均分,不会引起传输错误在图像中大... 结合视觉传感器网络的协同工作特性,提出一种基于散度模型的图像压缩机制。理论分析和实验结果表明,该压缩机制不仅可以减少图像数据量,而且由于压缩后每字节数据所含信息量由各簇内节点的二值量化像素均分,不会引起传输错误在图像中大面积扩散。相比于采用传统的图像压缩算法,随着平均分组丢失率的增高,接收图像峰值信噪比较高。 展开更多
关键词 视觉传感器网络 图像压缩 散度模型 二值量化
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Tent混沌伪随机序列发生器设计与实现 被引量:4
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作者 马英杰 于航如 《北京电子科技学院学报》 2015年第4期61-64,共4页
混沌理论作为非线性科学是近年来发展最快的分支,具有非周期、连续宽频带、类噪声和长期不可预测等特点。Tent映射具有迭代方程简单,易于实现,数量众多,相关性能良好等特点。本文设计了Tent映射的二值量化序列算法,将Tent实值序列转化... 混沌理论作为非线性科学是近年来发展最快的分支,具有非周期、连续宽频带、类噪声和长期不可预测等特点。Tent映射具有迭代方程简单,易于实现,数量众多,相关性能良好等特点。本文设计了Tent映射的二值量化序列算法,将Tent实值序列转化为二进制序列,生成了Tent伪随机序列。使用可视化仿真工具Simulink对该序列发生器进行了数值仿真,证明了方案的正确性和可行性。 展开更多
关键词 混沌 TENT映射 伪随机序列 二值量化算法 Simulink软件
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Unsaturated expansive soil fissure characteristics combined with engineering behaviors 被引量:13
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作者 李雄威 王勇 +1 位作者 俞竞伟 王艳丽 《Journal of Central South University》 SCIE EI CAS 2012年第12期3564-3571,共8页
The relationship among the surface fissure ratio, moisture content, seepage coefficient and deformation modulus of field unsaturated expansive soil in Nanning, Guangxi Province, China, was obtained by a direct or indi... The relationship among the surface fissure ratio, moisture content, seepage coefficient and deformation modulus of field unsaturated expansive soil in Nanning, Guangxi Province, China, was obtained by a direct or indirect method. Digital images of expansive soil of the surface fissure with different moisture contents were analyzed with the binarization statistic method. In addition, the fissure fractal dimension was computed with a self-compiled program. Combined with in situ seepage and loading plate tests, the relationship among the surface fissure ratio, moisture content, seepage coefficient and deformation modulus was initially established. The surface fissure ratio and moisture content show a linear relation, "y=-0.019 1x+1.028 5" for rufous expansive soil and "y=-0.07 1x+2.610 5" for grey expansive soil. Soil initial seepage coefficient and surface fissure ratio show a power function relation, "y=1× 10^-9exp(15.472x)" for rufous expansive soil and "y=5× 10^-7exp(4.209 6x)" for grey expansive soil. Grey expansive soil deformation modulus and surface fissure ratio show a power fimction relation of "y=3.935 7exp(0.993 6x)". Based on the binarization and fractal dimension methods, the results show that the surface fissure statistics can depict the fissure distribution in the view of two dimensions. And the evolvement behaviors of permeability and the deformation modulus can indirectly describe the developing state of the fissure. The analysis reflects that the engineering behaviors of unsaturated expansive soil are objectively influenced by fissure. 展开更多
关键词 expansive soil surface fissure ratio fractal dimension PERMEABILITY deformation modulus
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The economic impact of emission peaking control policies and China's sustainable development 被引量:7
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作者 WANG Yi ZOU Le-Le 《Advances in Climate Change Research》 SCIE 2014年第4期162-168,共7页
To achieve the goals of national sustainable development, the peaking control of CO2 emissions is pivotal, as well as other pollutants. In this paper, we build a Chinese inter-regional CGE model and simulate 13 polici... To achieve the goals of national sustainable development, the peaking control of CO2 emissions is pivotal, as well as other pollutants. In this paper, we build a Chinese inter-regional CGE model and simulate 13 policies and their combinations. By analyzing the energy consumptions, coal consumptions, relating emissions and their impacts on GDP, we found that with the structure adjustment policy, the proportion of coal in primary fossil fuels in 2030 will decrease from 53% to 48% and CO2 emissions will decrease by 11.3%-22.8% compared to the baseline scenario. With the energy intensity reduction policy, CO2 emissions will decrease by 33.3% in 2030 and 47.8% in 2050 than baseline scenario. Other pollutants will also be controlled as synergetic effects. In this study we also find that although the earlier the peaking time the better for emission amounts control, the economic costs can not be ignored. The GDP will decrease by 2.96%-8.23% under different scenarios. Therefore, integrated policy solutions are needed for realizing the peaks package and more targeted measures are required to achieve the peaks of other pollutants earlier. 展开更多
关键词 CO2 emission peak PM2.5 Policy scenario Economic impacts Synergetic effects
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China's Greenhouse Gas Emissions from Solid Waste Sector: Future Trends and Peak Value
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《China Economist》 2012年第2期26-36,共11页
Waste disposal is a major source of greenhouse gas emissions such as methane, carbon dioxide and nitrous oxide. In China, rapid economic growth and urbanization have led to increasing solid waste generation and greenh... Waste disposal is a major source of greenhouse gas emissions such as methane, carbon dioxide and nitrous oxide. In China, rapid economic growth and urbanization have led to increasing solid waste generation and greenhouse gas emissions from the waste sector. Based on the first-order decay (FOD) method recommended by the 2006 IPCC Guidelines, this paper systematically estimates China's carbon emissions from the waste sector and forecasts their peak. Results indicate that between 1981 and 2009, China's carbon emissions from the waste sector surged, possibly peaking by around 2024. In comparison with developed countries, there is a large potential to improve waste disposal in China. Industrial upgradation and waste disposal improvement will help reduce waste generation and carbon emissions from the waste sector. 展开更多
关键词 solid waste greenhouse gas peak value first-order decay (FOD)JEL: Q53
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