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Wavelet-based affine invariant representation: a tool for recognizing planar objects in 3D space

机译:基于小波的仿射不变表示:一种用于识别3D空间中平面对象的工具

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A technique is developed to construct a representation of planar objects undergoing a general affine transformation. The representation can be used to describe planar or nearly planar objects in a three-dimensional space, observed by a camera under arbitrary orientations. The technique is based upon object contours, parameterized by an affine invariant parameter and the dyadic wavelet transform. The role of the wavelet transform is the extraction of multiresolution affine invariant features from the affine invariant contour representation. A dissimilarity function is also developed and used to distinguish among different object representations. This function makes use of the extrema on the representations, thus making its computation very efficient. A study of the effect of using different wavelet functions and their order or vanishing moments is also carried out. Experimental results show that the performance of the proposed representation is better than that of other existing methods, particularly when objects are heavily corrupted with noise.
机译:开发了一种技术来构造经过一般仿射变换的平面对象的表示。该表示可用于描述三维空间中由照相机在任意方向上观察到的平面或近乎平面的对象。该技术基于对象轮廓,并通过仿射不变参数和二进小波变换进行参数设置。小波变换的作用是从仿射不变轮廓表示中提取多分辨率仿射不变特征。还开发了相异函数并将其用于区分不同的对象表示形式。该函数利用表示上的极值,因此使其计算非常有效。还研究了使用不同的小波函数及其阶数或消失矩的影响。实验结果表明,所提出的表示的性能优于其他现有方法,特别是当对象被噪声严重破坏时。

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