Analysis of Classification by Supervised and Unsupervised Learning

In this paper we have done analysis of supervised and unsupervised learning. We have classified different images by supervised and unsupervised learning methods. 250 object images are used for classification. The techniques used for classification are competitive learning, self-organizing map (SOM) and learning vector quantization (LVQ) networks.

[1]  Pietro Perona,et al.  Object class recognition by unsupervised scale-invariant learning , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[2]  Shih-Fu Chang,et al.  Feature Selection and Order Identification for Unsupervised Discovery of Statistical Temporal Structures in Video , 2003 .

[3]  Walter Krämer,et al.  A Priori Worst Case Error Bounds for Floating-Point Computations , 1997, IEEE Trans. Computers.

[4]  Earl E. Swartzlander,et al.  Software and Hardware Techniques for Accurate, Self-Validating Arithmetic , 1996 .

[5]  David G. Stork,et al.  Pattern Classification , 1973 .

[6]  Andrea Salgian,et al.  A cubist approach to object recognition , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[7]  Tom Heskes,et al.  Self-organizing maps, vector quantization, and mixture modeling , 2001, IEEE Trans. Neural Networks.

[8]  Paluri S. V. Nataraj,et al.  A New Subdivision Strategy for Range Computations , 2002, Reliab. Comput..

[9]  Michael J. Schulte,et al.  The Interval-Enhanced GNU Fortran Compiler , 1998, SCAN.

[10]  Alex Pentland,et al.  Probabilistic visual learning for object detection , 1995, Proceedings of IEEE International Conference on Computer Vision.

[11]  G. Bohlender What Do We Need Beyond IEEE Arithmetic? , 1990, Computer Arithmetic and Self-Validating Numerical Methods.

[12]  Eisuke Kinoshita,et al.  A Residue Arithmetic Extension for Reliable Scientific Computation , 1997, IEEE Trans. Computers.

[13]  David G. Stork,et al.  Pattern classification, 2nd Edition , 2000 .

[14]  Hiroshi Murase,et al.  Visual learning and recognition of 3-d objects from appearance , 2005, International Journal of Computer Vision.

[15]  Shih-Fu Chang,et al.  Feature selection for unsupervised discovery of statistical temporal structures in video , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[16]  Shigeo Abe DrEng Pattern Classification , 2001, Springer London.