NEURAL NETWORK IN CORNER DETECTION OF CHAIN CODE SERIES

This paper presents a Neural Network Classifier to be implemented in corner detection of chain code series. The classifier directly uses chain code which is derived using Freeman chain code as training, testing and validation set. The steps of developing Neural Network Classifier are included in this paper. Comparison results between Neural Network Classifier corner detection and other computational corner detection are presented to show the reliability of the proposed classifier. This paper ends with the discussions on the implementation of proposed neural network in corner detection of chain code series. Experimental results have shown that the proposed network has good robustness and detection performance. This makes this method a great choice for machine vision.

[1]  James A. Landay,et al.  Sketching Interfaces: Toward More Human Interface Design , 2001, Computer.

[2]  Mandyam D. Srinath,et al.  Corner detection from chain-code , 1990, Pattern Recognit..

[3]  Ernesto Bribiesca,et al.  A new chain code , 1999, Pattern Recognit..

[4]  Habibollah Haron,et al.  A new corner detection algorithm for chain code representation , 2005, Int. J. Comput. Math..

[5]  J. M. Iiiesta A Neural Network-Based Algorithm to Detect Dominant Points from the Chain-Code of a Contour , 1996 .

[6]  Herbert Freeman,et al.  On the Encoding of Arbitrary Geometric Configurations , 1961, IRE Trans. Electron. Comput..

[7]  Du-Ming Tsai,et al.  Boundary-based corner detection using neural networks , 1997, Pattern Recognit..

[8]  Jiann-Shu Lee,et al.  Boundary-based corner detection using wavelet transform , 1993, Proceedings of IEEE Systems Man and Cybernetics Conference - SMC.

[9]  Ernesto Bribiesca A chain code for representing 3D curves , 2000, Pattern Recognit..

[10]  V. Srinivasan,et al.  Neural network classifier for detecting corners in 2-D images , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[11]  Sergio Carrato,et al.  A fuzzy approach to mouth corner detection , 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

[12]  Qiang Ji,et al.  Corner detection with covariance propagation , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.