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
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