Title
Passive error concealment for wavelet-coded I-frames with an inhomogeneous Gauss-Markov random field model.
Abstract
In video communication over lossy packet networks (e.g., the Internet), packet loss errors can severely damage the transmitted video. The damaged video can largely be repaired with passive error concealment, where neighboring information is used to estimate missing information. We address the problem of passive error concealment for wavelet coded data with dispersive packetization. The reported techniques of this kind have many problems and usually fail in the reconstruction of high-frequency content. This paper presents a novel locally adaptive error concealment method for subband coded I-frames based on an inhomogeneous Gaussian Markov random field model. We estimate the parameters of this model from a local context of each lost coefficient, and we interpolate the lost coefficients accordingly. The results demonstrate a significant improvement over the reported related methods both in terms of objective performance measures and visually. The biggest improvement of the proposed method compared to the state-of-the-art in the field is the correct reconstruction of high-frequency information such as textures and edges.
Year
DOI
Venue
2009
10.1109/TIP.2008.2011388
IEEE Transactions on Image Processing
Keywords
Field
DocType
missing information,inhomogeneous gauss-markov random field,passive error concealment,adaptive error concealment method,wavelet-coded i-frames,packet loss error,damaged video,lost coefficient,video communication,transmitted video,high-frequency information,neighboring information,error correction,packet loss,image reconstruction,wavelet transforms,gaussian processes,high frequency,information processing,markov processes,subband coding,dispersion,frequency
Computer vision,Markov process,Random field,Lossy compression,Pattern recognition,Markov model,Error detection and correction,Artificial intelligence,Gaussian process,Mathematics,Wavelet transform,Wavelet
Journal
Volume
Issue
ISSN
18
4
1057-7149
Citations 
PageRank 
References 
1
0.36
26
Authors
3
Name
Order
Citations
PageRank
Joost Rombaut1111.61
Aleksandra Pizurica21238102.29
Wilfried Philips31476124.85