DocumentCode :
3583053
Title :
Constrained video object segmentation by color masks and MPEG-7 descriptors
Author :
Porikli, Fatih ; Wang, Yao
Author_Institution :
Mitsubishi Electr. Res. Labs, Murray Hill, NJ, USA
Volume :
1
fYear :
2002
fDate :
6/24/1905 12:00:00 AM
Firstpage :
441
Abstract :
We present an automatic and computationally conservative boundary extraction method using available priori information in a framework consists of change detection mask, region growing, and trajectory motion. Instead of segmenting a entire video frame, only the regions belong to a target object specified by a set of rules are detected. One example of such rules is skin color features of a human body part. The processing domain is limited to the pixels that satisfy color or geometric rules. These rules are represented as a detection mask and implemented as a look-up table. As a result, significant computational reduction and real-time performance are achieved. The framework utilizes color consistency within a centroid-linkage growing technique to grow initial regions. Region seeds are selected among the pixels in the detection mask. The similarity thresholds are adapted from the MPEG-7 dominant color descriptors. The segmentation results of a frame diffused to the next frame and region statistics such as trajectory, percentage of the changed pixels, etc., are registered to determine the moving regions. A computational load comparison of the constrained region growing and regular region growing shows significant reduction in the complexity.
Keywords :
computational complexity; feature extraction; image colour analysis; image segmentation; table lookup; telecommunication standards; video signal processing; MPEG-7 dominant color descriptors; automatic boundary extraction method; centroid-linkage growing technique; change detection mask; color consistency; color masks; color rules; computational complexity reduction; computational load; computational reduction; constrained region growing; constrained video object segmentation; detection mask; frame statistics; geometric rules; human body part; look-up table; pixels; real-time performance; region growing; region statistics; regular region growing; seed assignment; seed growing; similarity thresholds; skin color features; target object; trajectory motion; video frame; Color; Data mining; Humans; MPEG 7 Standard; Motion detection; Object detection; Object segmentation; Skin; Statistics; Table lookup;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7304-9
Type :
conf
DOI :
10.1109/ICME.2002.1035813
Filename :
1035813
Link To Document :
بازگشت