Title :
Superpixels via pseudo-Boolean optimization
Author :
Zhang, Yuhang ; Hartley, Richard ; Mashford, John ; Burn, Stewart
Author_Institution :
Australian Nat. Univ., Canberra, ACT, Australia
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;
Conference_Titel :
Computer Vision (ICCV), 2011 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1101-5
DOI :
10.1109/ICCV.2011.6126393