Title :
A New Energy Function for Segmentation and Compression
Author :
King, Michael ; Tauber, Zinovi ; Li, Ze-Nian
Author_Institution :
Simon Fraser Univ., Burnaby
Abstract :
We propose a new DCT-based energy function EDCT for object-oriented segmentation and compression. By minimizing EDCT the best possible split of the image blocks can be found which leads to better segmentation and compression. Consistent motion vectors can be obtained by using an extended 3D energy function, in the spatio-temporal domain, which measures block motion over multiple frames. Tests on images and videos show promising results, where still image compression achieves over 15% improvement over JPEG and video compression achieves similar improvement over MPEG-2.
Keywords :
data compression; discrete cosine transforms; image coding; image motion analysis; image segmentation; object-oriented methods; video coding; 3D energy function; DCT-based energy function; EDCT; JPEG; MPEG-2; image blocks; motion vectors; object-oriented compression; object-oriented segmentation; spatio-temporal domain; still image compression; video compression; Discrete cosine transforms; Energy measurement; Frequency; Image coding; Image segmentation; Layout; Motion measurement; Testing; Transform coding; Videos;
Conference_Titel :
Multimedia and Expo, 2007 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-1016-9
Electronic_ISBN :
1-4244-1017-7
DOI :
10.1109/ICME.2007.4284983