DocumentCode :
1842287
Title :
An interactive algorithm for image denoising and segmentation
Author :
de Andrade, M.C. ; Vemuri, Baba C.
Author_Institution :
Centro de Desenvolvimento da Tecnologia Nucl., Belo Horizonte, Brazil
fYear :
2001
fDate :
37165
Firstpage :
274
Lastpage :
281
Abstract :
The paper presents an interactive algorithm for image denoising and segmentation. A global competition criterion is used to impose an order of processing on all image pixels. The smoothing step employs an evolution equation controlled by the local curvature to denoise the image while preserving the features. The interactive segmentation step requires the user to select one definitive seed per region. Region growing is initiated around provisory seeds, which are automatically detected, labeled and eventually merged by the algorithm. A simple merging mechanism is used to handle the topological transformations required to remove the image over-segmentation. It is shown that accurate and fast segmentation results can be achieved for gray and color images using this simple method. Extension to 3D images is straightforward and easily handled
Keywords :
edge detection; image colour analysis; image segmentation; interactive systems; smoothing methods; topology; 3D images; PDE; accurate fast segmentation; color images; definitive seed; deformable models; evolution equation; global competition criterion; gray images; image denoising; image over-segmentation; image pixels; image segmentation; interactive algorithm; interactive segmentation step; local curvature; order of processing; provisory seeds; region growing; simple merging mechanism; smoothing step; topological transformations; watershed; Active contours; Automatic control; Convergence; Equations; Image denoising; Image segmentation; Pixel; Shape control; Shape measurement; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Graphics and Image Processing, 2001 Proceedings of XIV Brazilian Symposium on
Conference_Location :
Florianopolis
Print_ISBN :
0-7695-1330-1
Type :
conf
DOI :
10.1109/SIBGRAPI.2001.963066
Filename :
963066
Link To Document :
بازگشت