k-NN IMAGE SEGMENTATION

Authors

  • Вукашин Граовац Autor
  • Небојша Ралевић Autor
  • Лидија Крстановић Autor

DOI:

https://doi.org/10.24867/04JV02Graovac

Keywords:

Image segmentation, k-NN algorithm, MATLAB, mathematics

Abstract

The main subject of the papir is application of k-NN algorithm for image segmentation. Theoretical basis of digital image processing is given in the beginning. The rest of the papir focuses on the description and the application of the algorighm in MATLAB. Finally, in the appendix, definitions, theorems and proofs for deeper mathematical understanding are given.

References

[1] R. Gonzalez, R. Woods, “Digital Image Processing”, London, Pearson, 2017.
[2] N.S. Altman,“An Introduction to Kernel and Nearest-Neighbor Nonparametric Regression“, Riverside, The American Statistician, Vol. 46, No. 3, pp. 175-185, 1992.
[3] K.Q. Weinberger, J. Blitzer, L.K. Saul, “Distance Metric Learning for Large Margin Nearest Neighbor Classification”, Philadelphia, 2006.
[4] J. Goldberger, S. Roweis, G. Hinton, R. Salakhudinov, “Neighbourhood Components Analysis“, Toronto, 2005.

Published

2019-10-01