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基于PCA降维的舰船图像检索方法 被引量:2
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作者 邹利华 《舰船科学技术》 北大核心 2020年第24期97-99,共3页
由于传统方法进行舰船图像检索时,受舰船图像存在一定变形的影响而无法进行检索特征提取,在检索获取图像数为100~240张的范围内存在检索时间较长的问题,因此提出一种基于PCA降维的舰船图像检索方法。通过ASTFT算法提取感兴趣区域中图像... 由于传统方法进行舰船图像检索时,受舰船图像存在一定变形的影响而无法进行检索特征提取,在检索获取图像数为100~240张的范围内存在检索时间较长的问题,因此提出一种基于PCA降维的舰船图像检索方法。通过ASTFT算法提取感兴趣区域中图像的检索特征。基于PCA降维方法进行检索特征数据的降维处理,将检索特征数据的多种属性特征直接映射为具备代表性的几个源数据特征值。构建舰船图像检索模型,将降维后的检索特征数据输入构建的舰船图像检索模型中,即可实现舰船图像检索的目的。通过对比实验证明该方法的检索时间低于原有方法,实现了检索性能的提升。 展开更多
关键词 PCA降维 舰船图像检索 概率密度系数 检索特征
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A numerical simulation of seepage structure surface and its feasibility 被引量:3
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作者 彭康 李夕兵 +1 位作者 王泽伟 刘爱华 《Journal of Central South University》 SCIE EI CAS 2013年第5期1326-1331,共6页
According to Cubic law and incompressible fluid law of mass conservation, the seepage character of the fracture surface was simulated with the simulation method of fractal theory and random Brown function. Furthermore... According to Cubic law and incompressible fluid law of mass conservation, the seepage character of the fracture surface was simulated with the simulation method of fractal theory and random Brown function. Furthermore, the permeability coefficient of the single fracture was obtained. In order to test the stability of the method, 500 simulations were conducted on each different fractal dimension. The simulated permeability coefficient was analyzed in probability density distribution and probability cumulative distribution statistics. Statistics showed that the discrete degree of the permeability coefficient increases with the increase of the fractal dimension. And the calculation result has better stability when the fractal dimension value is relatively small. According to the Bayes theory, the characteristic index of the permeability coefficient on fractal dimension P(Dfi| Ri) is established. The index, P(Dfi| Ri), shows that when the simulated permeability coefficient is relatively large, it can clearly represent the fractal dimension of the structure surface, the probability is 82%. The calculated results of the characteristic index verify the feasibility of the method. 展开更多
关键词 fractal theory numerical simulation representative elementary volume (REV) random brown function permeabilitycoefficient fractal dimension
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Robust background subtraction in traffic video sequence 被引量:6
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作者 高韬 刘正光 +3 位作者 岳士弘 张军 梅建强 高文春 《Journal of Central South University》 SCIE EI CAS 2010年第1期187-195,共9页
For intelligent transportation surveillance, a novel background model based on Mart wavelet kernel and a background subtraction technique based on binary discrete wavelet transforms were introduced. The background mod... For intelligent transportation surveillance, a novel background model based on Mart wavelet kernel and a background subtraction technique based on binary discrete wavelet transforms were introduced. The background model kept a sample of intensity values for each pixel in the image and used this sample to estimate the probability density function of the pixel intensity. The density function was estimated using a new Marr wavelet kernel density estimation technique. Since this approach was quite general, the model could approximate any distribution for the pixel intensity without any assumptions about the underlying distribution shape. The background and current frame were transformed in the binary discrete wavelet domain, and background subtraction was performed in each sub-band. After obtaining the foreground, shadow was eliminated by an edge detection method. Experimental results show that the proposed method produces good results with much lower computational complexity and effectively extracts the moving objects with accuracy ratio higher than 90%, indicating that the proposed method is an effective algorithm for intelligent transportation system. 展开更多
关键词 background modeling background subtraction Marr wavelet binary discrete wavelet transform shadow elimination
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