Multiscale Object Recognition under Affine Transformation
作者： Jiann Shu Lee , Yung Nien Sun , Wen Huei Lin , Chin Hsing Chen
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摘要: SUMMARY A method to recognize planar objects undergoing affine transformation is proposed in this paper. The based upon wavelet multiscale features and Hopfield neural networks. feature vector consists of the transformed extremal evolution. evolution contains information contour primitives a manner, which can be used discriminate dominant points, hence good initial state network obtained. Such initiation enables converge more efficiently. normalization scheme was applied make our scale invariant reduce distortion resulting from normalizing object contours. employed as global processing mechanism for matching made suitable whose shape arising an transformation. improved guarantee unique stable results. new evaluation scheme, computationally efficient, evaluate goodness matching. Two sets images, noiseless noisy industrial tools, were test performance method. Experimental results showed that not only effective robust under
unirioja.es参考文章(18)
Applications of Invariance in Computer Vision Springer Berlin Heidelberg. ,(1994) , 10.1007/3-540-58240-1
Joseph L. Mundy, Andrew Zisserman, Geometric invariance in computer vision MIT Press. ,(1992)
Avinash C. Kak, Azriel Rosenfeld, Digital Picture Processing ,(1976)
Jiann-Shu Lee, Yung-Nien Sun, Chin-Hsing Chen, Ching-Tsorng Tsai, Wavelet based corner detection Pattern Recognition. ,vol. 26, pp. 853- 865 ,(1993) , 10.1016/0031-3203(93)90051-W
N.M. Nasrabadi, W. Li, Object recognition by a Hopfield neural network systems man and cybernetics. ,vol. 21, pp. 1523- 1535 ,(1991) , 10.1109/21.135694
David Cyganski, T.Andrew Cott, John A. Orr, Reynold J. Dodson, Object Identification And Orientation Estimation From Contours Based On An Affine Invariant Curvature Intelligent Robots and Computer Vision VI. ,vol. 0848, pp. 33- 39 ,(1988) , 10.1117/12.942717
Susan R. Dubois, Filson H. Glanz, An Autoregressive Model Approach to Two-Dimensional Shape Classification IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-8, pp. 55- 66 ,(1986) , 10.1109/TPAMI.1986.4767752
Farzin Mokhtarian, Alan Mackworth, Scale-Based Description and Recognition of Planar Curves and Two-Dimensional Shapes IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-8, pp. 34- 43 ,(1986) , 10.1109/TPAMI.1986.4767750
Quang Minh Tieng, Wageeh W. Boles, An application of wavelet-based affine-invariant representation Pattern Recognition Letters. ,vol. 16, pp. 1287- 1296 ,(1995) , 10.1016/0167-8655(95)00079-1
Jan Flusser, Tomás Suk, Pattern recognition by affine moment invariants Pattern Recognition. ,vol. 26, pp. 167- 174 ,(1993) , 10.1016/0031-3203(93)90098-H