DocumentCode
2956887
Title
Superpixels via pseudo-Boolean optimization
Author
Zhang, Yuhang ; Hartley, Richard ; Mashford, John ; Burn, Stewart
Author_Institution
Australian Nat. Univ., Canberra, ACT, Australia
fYear
2011
fDate
6-13 Nov. 2011
Firstpage
1387
Lastpage
1394
Abstract
We propose an algorithm for creating superpixels. The major step in our algorithm is simply minimizing two pseudo-Boolean functions. The processing time of our algorithm on images of moderate size is only half a second. Experiments on a benchmark dataset show that our method produces superpixels of comparable quality with existing algorithms. Last but not least, the speed of our algorithm is independent of the number of superpixels, which is usually the bottle-neck for the traditional algorithms of superpixel creation.
Keywords
image segmentation; minimisation; pseudo-Boolean function minimisation; pseudo-Boolean optimization; superpixel creation; superpixel segmentation; Image color analysis; Image edge detection; Image segmentation; Optimization; Shape; Smoothing methods; Strips;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision (ICCV), 2011 IEEE International Conference on
Conference_Location
Barcelona
ISSN
1550-5499
Print_ISBN
978-1-4577-1101-5
Type
conf
DOI
10.1109/ICCV.2011.6126393
Filename
6126393
Link To Document