350 rub
Journal Neurocomputers №5 for 2013 г.
Article in number:
Object detection with MSER clusterization
Authors:
A.V. Orlova, P.V. Skribtsov, A.V. Dolgopolov
Abstract:
The aim of this work is the development and implementation of the method is to find objects in the original image, visually similar to the standard specified as a 2D image. The approach, described in this paper, includes the use of the search algorithm stable regions MSER, clustering for searching of stable areas on digital image and combining of matches in the parameter space. The proposed algorithm has shown high performance and resistance to distortion of the input image. The proposed method is tested on color and monochrome color images. It can be assumed that the method has great potential to analyze the structure of digital images.
Pages: 38-45
References

  1. Turk M., Pentland A. Eigenfaces for recognition // Journal of Cognitive Euroscience. 1991. V. 3. № 1. P. 71-86.
  2. Etemad K., Chellappa R. 1997. Discriminant analysis for recognition of human face images // Journal of the Optical Society of America A. 1997. V. 14. P. 1724-1733.
  3. Kin Choong Yow, Cipolla R. Feature-based human face detection. University of Cambridge. 1996.
  4. Babic B., Nesic N., Miljkovic Z. A review of automated feature recognition with rule-based pattern recognition // Computers in Industries. 2008. V. 59. № 4. P. 321-337.
  5. Matas J., Chum O., Urban M., Pajdla T. Robust wide baseline stereo from maximally stable extremal regions // Proceedings of British Machine Vision Conference. 2002. P. 384-396.
  6. Mikolajczyk K., Tuytelaars T., Schmid C., Zisserman A. A Comparison of Affine Region Detectors // International Journal of Computer Vision. 2006. 30 p.
  7. Rahman Z., Jobson D., Woodell G.A. Multiscale retinex for color image enhancement // Proceedings of the IEEE International Conference on Image Processing. IEEE. 1996.
  8. Yedidia J.S., Freeman W.T., Weiss Y. Understanding Belief Propagation and Its Generalizations. Exploring Artificial Intelligence in the New Millennium. 2003. Ch. 8. P. 239-236. ISBN 1558608117.
  9. Kindermann R., Snell J.L. Markov Random Fields and Their Applications. American Mathematical Society. 1980. ISBN 0-8218-5001-6. MR 0620955.