DocumentCode
2338434
Title
Ring shaped object detector for non-isotropic 2D images using optimized distance transform weights
Author
Aronsson, Mattias ; Sintorn, Ida-Maria
Author_Institution
Centre for Image Anal., Uppsala, Sweden
Volume
3
fYear
2002
fDate
24-28 June 2002
Firstpage
985
Abstract
A detector has been developed for finding ring shaped objects occurring in clusters in 2D images with non-isotropic pixel dimensions. The rings are characterized as having a closed border and a void interior. We assume that the thickness of the rings is approximately constant and their void shape smooth. We initially find candidates that could be possible ring voids, then by using a distance transform (DT) based technique, a DT histogram of the surrounding material is created. If the DT histogram fulfills certain constraints, a ring has been found. A second DT based step marks the pixels surrounding the void with a unique label. By this approach, we impose only loose constraints on the shape of the rings. In addition to the ring detector itself, the paper illustrates that if proper DTs are used, non-isotropic images can be analysed without interpolation to a square grid.
Keywords
image resolution; image segmentation; object detection; optimisation; 2D images; distance transform histogram; image resolution; image segmentation; nonisotropic pixel dimensions; optimization; ring shaped object detector; Detectors; Histograms; Image analysis; Image resolution; Image segmentation; Interpolation; Labeling; Object detection; Pixel; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7622-6
Type
conf
DOI
10.1109/ICIP.2002.1039140
Filename
1039140
Link To Document