Title :
Frequency selective extrapolation with residual filtering for image error concealment
Author :
Koloda, Jan ; Seiler, Jurgen ; Kaup, Andre ; Sanchez, Victor ; Peinado, Antonio M.
Author_Institution :
Dept. of Signal Theor., Networking & Commun., Univ. de Granada, Granada, Spain
Abstract :
The purpose of signal extrapolation is to estimate unknown signal parts from known samples. This task is especially important for error concealment in image and video communication. For obtaining a high quality reconstruction, assumptions have to be made about the underlying signal in order to solve this underdetermined problem. Among existent reconstruction algorithms, frequency selective extrapolation (FSE) achieves high performance by assuming that image signals can be sparsely represented in the frequency domain. However, FSE does not take into account the low-pass behaviour of natural images. In this paper, we propose a modified FSE that takes this prior knowledge into account for the modelling, yielding significant PSNR gains.
Keywords :
extrapolation; image processing; image reconstruction; low-pass filters; FSE; PSNR gains; frequency selective extrapolation; image communication; image error concealment; low-pass behaviour; natural images; reconstruction algorithms; residual filtering; signal extrapolation; video communication; Boats; Extrapolation; Filtering; Frequency-domain analysis; Image reconstruction; PSNR; Proposals; Image processing; error concealment;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6853944