Image segmentation by area decomposition of HSV components

Coloured images may be simplified with an area based sieve whilst preserving edges and, usually, colour up to the edges using either the hue, saturation and value (HSV) or red, blue, green (RGB) components. Furthermore, an image may be segmented by area. Applying the sieve to HSV components from a colour image appears to significantly improve the chances of finding objects in a scene, particularly when the objects have different colours. An example of finding cars in a car park scene is presented.

[1]  J. Andrew Bangham,et al.  Multiscale recursive medians, scale-space, and transforms with applications to image processing , 1996, IEEE Trans. Image Process..

[2]  T. G. Campbell,et al.  Sieves and wavelets: multiscale transforms for pattern recognition , 1993, IEEE Winter Workshop on Nonlinear Digital Signal Processing.

[3]  Petros Maragos,et al.  Pattern Spectrum and Multiscale Shape Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  Andrew P. Witkin,et al.  Uniqueness of the Gaussian Kernel for Scale-Space Filtering , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[5]  Jitendra Malik,et al.  Scale-Space and Edge Detection Using Anisotropic Diffusion , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  J. Andrew Bangham,et al.  Nonlinear Scale-Space from n-Dimensional Sieves , 1996, ECCV.

[7]  Murat Kunt,et al.  Size-sensitive multiresolution decomposition of images with rank order based filters , 1992, Signal Process..

[8]  Luc Vincent,et al.  Morphological Area Openings and Closings for Grey-scale Images , 1994 .

[9]  Jean Serra,et al.  Image Analysis and Mathematical Morphology , 1983 .

[10]  Philippe Salembier,et al.  Connected operators and pyramids , 1993, Optics & Photonics.

[11]  Stanley R Sternberg,et al.  Grayscale morphology , 1986 .

[12]  Andrew P. Witkin,et al.  Scale-Space Filtering , 1983, IJCAI.

[13]  Ioannis Pitas,et al.  Morphological Shape Decomposition , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  G. Matheron Random Sets and Integral Geometry , 1976 .

[15]  L. Vincent Graphs and mathematical morphology , 1989 .