Title :
Adaptive coding of moving objects for very low bit rates
Author :
Han, Soo-Chul ; Woods, John W.
Author_Institution :
Rensselaer Polytech. Inst., Troy, NY, USA
fDate :
1/1/1998 12:00:00 AM
Abstract :
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
Keywords :
Markov processes; adaptive codes; channel capacity; feature extraction; image classification; image colour analysis; image segmentation; motion estimation; random processes; transform coding; video coding; wavelet transforms; H.263 coder; Markov random field model; adaptive coding; image segmentation algorithm; motion analysis; motion estimation algorithm; motion segmentation; moving objects; object boundaries; object classification; object-based coder; object-based video coding system; performance; reconstructed PSNR; simulations; source encoding; spatial color information; subband/wavelet coding; temporal updating scheme; very low bit rates; Adaptive coding; Bit rate; Data mining; Encoding; Joining processes; Markov random fields; Motion analysis; Motion estimation; Motion segmentation; Video coding;
Journal_Title :
Selected Areas in Communications, IEEE Journal on