Active regions for colour texture segmentation integrating region and boundary information


Autoria(s): Muñoz Pujol, Xavier; Freixenet i Bosch, Jordi; Cufí i Solé, Xavier; Martí Bonmatí, Joan
Resumo

In this paper a colour texture segmentation method, which unifies region and boundary information, is proposed. The algorithm uses a coarse detection of the perceptual (colour and texture) edges of the image to adequately place and initialise a set of active regions. Colour texture of regions is modelled by the conjunction of non-parametric techniques of kernel density estimation (which allow to estimate the colour behaviour) and classical co-occurrence matrix based texture features. Therefore, region information is defined and accurate boundary information can be extracted to guide the segmentation process. Regions concurrently compete for the image pixels in order to segment the whole image taking both information sources into account. Furthermore, experimental results are shown which prove the performance of the proposed method

Identificador

http://hdl.handle.net/10256/2247

Idioma(s)

eng

Publicador

IEEE

Direitos

Tots els drets reservats

Palavras-Chave #Imatges -- Processament #Percepció de les formes #Form perception #Image processing
Tipo

info:eu-repo/semantics/article