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Shape classification based on singular value decomposition transform

Keywords: shape classification,distance transformation,nearest neighbor classifier,moment invariants,SVD
奇异值分解
,形状分类,分解变换,分类系统,欧氏距离变换,特征提取,黑白图像,近邻分类

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Abstract:

In this paper, a new shape classification system based on singular value decomposition (SVD) transform using nearest neighbour classifier was proposed. The gray scale image of the shape object was converted into a black and white image. The squared Euclidean distance transform on binary image was applied to extract the boundary image of the shape. SVD transform features were extracted from the the boundary of the object shapes. In this paper, the proposed classification system based on SVD transform feature extraction method was compared with classifier based on moment invariants using nearest neighbour classifier. The experimental results showed the advantage of our proposed classification system.

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