DocumentCode :
1107113
Title :
Fast video segmentation algorithm with shadow cancellation, global motion compensation, and adaptive threshold techniques
Author :
Chien, Shao-Yi ; Huang, Yu-Wen ; Hsieh, Bing-Yu ; Ma, Shyh-Yih ; Chen, Liang-Gee
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume :
6
Issue :
5
fYear :
2004
Firstpage :
732
Lastpage :
748
Abstract :
Automatic video segmentation plays an important role in real-time MPEG-4 encoding systems. Several video segmentation algorithms have been proposed; however, most of them are not suitable for real-time applications because of high computation load and many parameters needed to be set in advance. This paper presents a fast video segmentation algorithm for MPEG-4 camera systems. With change detection and background registration techniques, this algorithm can give satisfying segmentation results with low computation load. The processing speed of 40 QCIF frames per second can be achieved on a personal computer with an 800 MHz Pentium-III processor. Besides, it has shadow cancellation mode, which can deal with light changing effect and shadow effect. A fast global motion compensation algorithm is also included in this algorithm to make it applicable in slight moving camera situations. Furthermore, the required parameters can be decided automatically, which can enhance the proposed algorithm to have adaptive threshold ability. It can be integrated into MPEG-4 videophone systems and digital cameras.
Keywords :
image registration; image segmentation; motion compensation; motion estimation; object detection; real-time systems; video cameras; video coding; MPEG-4 camera system; adaptive threshold technique; automatic video segmentation algorithm; background registration technique; digital camera; encoding system; global motion compensation; object detection; personal computer; real-time application; shadow cancellation; videophone system; Cameras; Change detection algorithms; Communication standards; Image edge detection; Image segmentation; MPEG 4 Standard; Motion compensation; Real time systems; Shape; Videoconference; Adaptive threshold; MPEG-4 camera systems; background registration; global motion compensation; object extraction; shadow cancellation; video segmentation;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2004.834868
Filename :
1335479
Link To Document :
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