Title :
Object Extraction Combining Image Partition with Motion Detection
Author :
Yang, Wenming ; Lu, Wang ; Zhang, Naitong
Author_Institution :
Harbin Inst. of Technol., Harbin
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
We present a video object extraction algorithm combining image partition with motion detection. It consists of three stages: spatial image partition (SIP), temporal motion detection (TMD) and spatiotemporal projection (STP). Firstly, we partition the current video frame into a series of image regions by a modified watershed transform with double open-closing reconstruction and non-linear pixel classification, and the corresponding region boundaries are achieved. In the next stage, global motion estimation and compensation (GME & GMC) are performed, then motion detection based on Gaussianity test is applied to pixels on region boundaries, not to all pixels belonging to regions. In final stage, motion mask is projected to the current frame to segmenting video objects. Preliminary simulation results demonstrate the performance of the proposed algorithm.
Keywords :
image classification; image reconstruction; image segmentation; motion compensation; motion estimation; object detection; spatiotemporal phenomena; video signal processing; GME-GMC; SIP; STP; TMD; double open-closing reconstruction; global motion compensation; global motion estimation; modified watershed transform; nonlinear pixel classification; spatial image partition; spatiotemporal projection; temporal motion detection; video object extraction algorithm; video object segmentation; Image reconstruction; Image segmentation; MPEG 4 Standard; Merging; Motion detection; Motion estimation; Partitioning algorithms; Pixel; Spatiotemporal phenomena; Video compression; image partition; motion detection; non-linear pixel classification; object extraction; region boundary;
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2007.4379315