Comparing curvature estimation techniques.

作者: Leandro Farias Estrozi , Luiz Gonzaga Rios Filho , Roberto Marcondes César Júnior , Luciano da Fontoura Costa , Andrea Gomes Campos Bianchi

DOI:

关键词:

摘要: This article presents a careful comparative evaluation of two techniques for numerical curvature estimation 2D closed contours (more specifically closed, regular and simple parametric curves). The considered methods are: (a) 1-D Fourier-based approach; (b) 2-D approach involving the embedding contour into surface (presented first time in this article). Both these employ Gaussian smoothing as regularizing condition order to estimate second derivatives needed estimation. These are according multiresolution approach, where standard deviation Gaussians used scale parameters. applied set curves whose analytical curvatures known compare errors approaches. Three kinds considered: (i) with description; (ii) synthesized terms Fourier components curvature; (iii) obtained by splines. A precise comparison methodology is devised which includes adoption common spatial quantization (namely square box quantization) explicit consideration influence related results indicate that 1D not only faster, but also more accurate. However, still interesting reasonably accurate applications situations along whole domains needed. Key-words: Differential geometry, techniques, cuvature estimation, performance evaluation, transform.

参考文章(13)
Manfredo Perdigão do Carmo, Differential geometry of curves and surfaces ,(1976)
Franjo Pernuš, Aleš Leonardis, Stane Kovačič, Two-dimensional object recognition using multiresolution non-information-preserving shape features Pattern Recognition Letters. ,vol. 15, pp. 1071- 1079 ,(1994) , 10.1016/0167-8655(94)90122-8
Maurizio Baroni, Giuseppe Barletta, Digital curvature estimation for left ventricular shape analysis Image and Vision Computing. ,vol. 10, pp. 485- 494 ,(1992) , 10.1016/0262-8856(92)90061-7
DP Fairney, PT Fairney, On the accuracy of point curvature estimators in a discrete environment Image and Vision Computing. ,vol. 12, pp. 259- 265 ,(1994) , 10.1016/0262-8856(94)90031-0
Roberto Marcondes Cesar, Luciano da Fontoura Costa, Application and assessment of multiscale bending energy for morphometric characterization of neural cells Review of Scientific Instruments. ,vol. 68, pp. 2177- 2186 ,(1997) , 10.1063/1.1148112
F. Mokhtarian, A.K. Mackworth, A theory of multiscale, curvature-based shape representation for planar curves IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 14, pp. 789- 805 ,(1992) , 10.1109/34.149591
Chin-Hsing Chen, Jiann-Shu Lee, Yung-Nien Sun, Wavelet transformation for gray-level corner detection Pattern Recognition. ,vol. 28, pp. 853- 861 ,(1995) , 10.1016/0031-3203(94)00169-M
Charles T. Zahn, Ralph Z. Roskies, Fourier Descriptors for Plane Closed Curves IEEE Transactions on Computers. ,vol. C-21, pp. 269- 281 ,(1972) , 10.1109/TC.1972.5008949