MOVING CAMERA MOVING OBJECT SEGMENTATION IN COMPRESSED VIDEO SEQUENCES

被引:2
|
作者
Wang, J. [1 ]
Patel, N. V. [2 ]
Grosky, W. I. [3 ]
Fotouhi, F. [1 ]
机构
[1] Wayne State Univ, Dept Comp Sci, Detroit, MI 48202 USA
[2] Oakland Univ, Dept Comp Sci & Engn, Rochester, MI 48309 USA
[3] Univ Michigan, Dept Comp & Informat Sci, Dearborn, MI 48128 USA
关键词
MPEG-2; segmentation; compressed domain processing; motion vector; affine motion model; temporal tracking;
D O I
10.1142/S0219467809003617
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we address the problem of camera and object motion detection in the compressed domain. The estimation of camera motion and the moving object segmentation have been widely stated in a variety of context for video analysis, due to their capabilities of providing essential clues for interpreting the high-level semantics of video sequences. A novel compressed domain motion estimation and segmentation scheme is presented and applied in this paper. MPEG-2 compressed domain information, namely Motion Vectors (MV) and Discrete Cosine Transform (DCT) coefficients, is filtered and manipulated to obtain a dense and reliable Motion Vector Field (MVF) over consecutive frames. An iterative segmentation scheme based upon the generalized affine transformation model is exploited to effect the global camera motion detection. The foreground spatiotemporal objects are separated from the background using the temporal consistency check to the output of the iterative segmentation. This consistency check process can coalesce the resulting foreground blocks and weed out unqualified blocks. Illustrative examples are provided to demonstrate the efficacy of the proposed approach.
引用
收藏
页码:609 / 627
页数:19
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