DocumentCode :
2825659
Title :
Improved force field for vector field convolution method
Author :
Kovacs, Andrea ; Sziranyi, Tamas
Author_Institution :
Fac. of Inf. Technol., Pazmany Peter Catholic Univ., Budapest, Hungary
fYear :
2011
fDate :
11-14 Sept. 2011
Firstpage :
2853
Lastpage :
2856
Abstract :
Parametric active contours are efficient tools for boundary detection. However, existing external-energy-inspired methods have difficulties when detecting high curvature, noisy or low contrasted contours and they often suffer from initialization sensitivity. To address these issues, this paper introduces Harris-based Vector Field Convolution (HVFC), operating with the modified characteristic function of Harris corner detector used in the feature map of the external force component. Initial contour is calculated as the convex hull of the most salient points of the map. Experimental results show that HVFC outperforms other state-of-the-art methods, when tested on high curvature, noisy or low-contrasted contours.
Keywords :
convolution; edge detection; feature extraction; vectors; HVFC; boundary detection; convex hull; external force component; feature map; force field; high curvature contour; initialization sensitivity; low contrasted contour; modified Harris corner detector characteristic function; noisy contours; parametric active contour; vector field convolution method; Active contours; Convolution; Detectors; Force; Image edge detection; Vectors; Boundary analysis; Harris characteristic function; vector field convolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
ISSN :
1522-4880
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2011.6116142
Filename :
6116142
Link To Document :
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