Adaptive coding of moving objects for very low bit rates

被引:16
作者
Han, SC [1 ]
Woods, JW [1 ]
机构
[1] Rensselaer Polytech Inst, Comp & Syst Engn Dept, Ctr Image Proc Res & Elect, Troy, NY 12180 USA
基金
美国国家科学基金会;
关键词
image coding; image motion analysis; video signal processing;
D O I
10.1109/49.650920
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper describes an object-based video coding system with new ideas in both the motion analysis and source encoding procedures. The moving objects in a video are extracted by means of a joint motion estimation and segmentation algorithm based on the Markov random field (MRF) model. The two important features of the presented technique are the temporal Linking of the objects, and the guidance of the motion segmentation with spatial color information. This facilitates several aspects of an object-based coder, First, a new temporal updating scheme greatly reduces the bit rate to code the object boundaries without resorting to crude lossy approximations. Next, the uncovered regions can be extracted and encoded in an efficient manner by observing their revealed contents. The objects are classified adaptively as P objects or I objects and encoded accordingly, Subband/wavelet coding is applied in encoding the object interiors, Simulations at very low bit rates yielded comparable performance in terms of reconstructed PSNR to the H.263 coder. The object-based coder produced visually more pleasing video with less blurriness and devoid of block artifacts, thus confirming the advantages of object-based coding at very low bit-rates.
引用
收藏
页码:56 / 70
页数:15
相关论文
共 34 条
[1]  
[Anonymous], IMAGE COMMUN
[2]  
BARNARD HJ, 1994, THESIS DELFT U TECHN
[3]  
BESAG J, 1986, J R STAT SOC B, V48, P259
[4]   MOTION SEGMENTATION AND QUALITATIVE DYNAMIC SCENE ANALYSIS FROM AN IMAGE SEQUENCE [J].
BOUTHEMY, P ;
FRANCOIS, E .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1993, 10 (02) :157-182
[5]  
CHANG MM, 1994, P IEEE INT C AC SPEE, V5, P221
[6]  
Dang V.-N., 1995, Proceedings. International Conference on Image Processing (Cat. No.95CB35819), P189, DOI 10.1109/ICIP.1995.537446
[7]  
Dufaux F., 1995, Proceedings. International Conference on Image Processing (Cat. No.95CB35819), P306, DOI 10.1109/ICIP.1995.529707
[8]   Coding algorithm with region-based motion compensation [J].
Francois, E ;
Vial, JF ;
Chupeau, B .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (01) :97-108
[9]  
GERMAN S, 1984, IEEE T PATTERN ANAL, V6, P721
[10]  
Gilge M., 1989, Signal Processing: Image Communication, V1, P153, DOI 10.1016/0923-5965(89)90007-6