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  HomeContents of Chinese Journal of Mechanical Engineering 2006 No.7METHOD ON SHAPE FROM SHADING BASED ON SUPPORT VECTOR MACHINE

METHOD ON SHAPE FROM SHADING BASED

ON SUPPORT VECTOR MACHINE

 

YIN Aijun  QIN Shuren  ZHOU Chuande

(School of Mechanical Engineering, Chongqing University, Chongqing 400044)

 

Abstract: By researching into the shape from shading(SFS) problem and supporting vector machine(SVM), a shape recovery method from light and shade based on SVM is proposed. The theoretical basis and feasibility of this method are analyzed, and key problems such as the determination of SVM input parameters and the choosing and constructing of core function are discussed. Examples show that compared to traditional SFS method, the method can acquire directly the height of an object relatively accurately, is affected by the environment slightly and need very few imaging condition assumption. At last, the direction to improve the method is discussed.

Key words: Shape from shading  Supporting vector machine  Kernel function  Depth forecast

CLC No: TP391   

国家自然科学基金资助项目(50405009). Received 20050716, received in revised form 20060215

 
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