DocumentCode :
1738140
Title :
Multiscale colour gradient for image segmentation
Author :
Anwander, Alfred ; Neyran, Bruno ; Baskurt, Atilla
Author_Institution :
Inst. Nat. des Sci. Appliquees, Villeurbanne, France
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
369
Abstract :
We present a new gradient model for colour video images. Video sources have the characteristic, either for transmission or for storage, to present a reduced bandwidth of colour components compared to that of brightness. Traditional multispectral gradient operators amplify the noise from the colour components and they are not very sensitive to colour edges. We propose an adapted vector gradient model to solve this problem and introduce the computation of the partial derivatives at different scales according to the resolution of each component. We show that a weighting function is necessary to control the relative influence of the colour and brightness components to obtain the multiscale colour gradient (MCG). The application of the MCG to colour edge detection illustrates the advantages of the proposed method. Finally, the MCG image is used for the segmentation by active contours of crystals in microscopic images of cement clinker (industrial application)
Keywords :
edge detection; image colour analysis; image resolution; image segmentation; active contours; bandwidth; brightness; cement clinker; colour edge detection; colour video images; image resolution; image segmentation; industrial application; microscopic images; multiscale colour gradient; multispectral gradient operators; partial derivatives; vector gradient model; video sources; weighting function; Bandwidth; Brightness; Cameras; Colored noise; Humans; Image color analysis; Image edge detection; Image resolution; Image segmentation; Signal resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Knowledge-Based Intelligent Engineering Systems and Allied Technologies, 2000. Proceedings. Fourth International Conference on
Conference_Location :
Brighton
Print_ISBN :
0-7803-6400-7
Type :
conf
DOI :
10.1109/KES.2000.885833
Filename :
885833
Link To Document :
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