Title :
Hybrid image segmentation using watersheds and adaptive region growing
Author :
Liu, M.G. ; Jiang, J. ; Hou, C.H.
Author_Institution :
Inst. of Acoust., Chinese Acad. of Sci., China
Abstract :
We propose a hybrid image segmentation algorithm, which combines edge and region-based techniques through the morphological algorithm of watersheds. After the initial segmentation of watershed transform on the image gradient magnitude, the region adjacent graph (RAG) technique is used to construct the graph of segmented regions. We then present a graph-theoretic approach to adaptively merge the regions based on the weighted intensity difference. Experimental results obtained with some images extracted from MPEG test sequences are presented.
Keywords :
adaptive signal processing; edge detection; graph theory; image segmentation; image sequences; mathematical morphology; video signal processing; MPEG test sequences; adaptive region growing; adaptive region merging; edge-based techniques; graph theoretic approach; hybrid image segmentation algorithm; image gradient magnitude; morphological algorithm; region adjacent graph technique; segmented region graph; watershed transform; watersheds; weighted intensity difference;
Conference_Titel :
Visual Information Engineering, 2003. VIE 2003. International Conference on
Print_ISBN :
0-85296-757-8
DOI :
10.1049/cp:20030542