Title :
Fast and robust spatio-temporal image alignment for inter-sequence error concealment
Author :
Tröger, Tobias ; Kaup, André
Author_Institution :
Multimedia Commun. & Signal Process., Univ. of Erlangen-Nuremberg, Erlangen, Germany
Abstract :
Terrestrial broadcasting of digital TV is often error-prone due to suboptimal channels. Inter-sequence error concealment is a novel technique to reconstruct lost image blocks of video signals by inserting error-free blocks of reference signals. Considering multi-broadcast receivers, reference signals are typically scaled, cropped and delayed. Spatio-temporal image alignment therefore is the crucial point of inter-sequence error concealment. A well-known intensity-based approach utilizing a numerical optimization technique shows supreme reconstruction quality outperforming state-of-the-art concealment methods by up to 15 dB PSNRY. In this paper, we present a novel feature-based approach which significantly reduces complexity. By using scale-invariant features for image alignment, the computation time can be reduced by a factor of up to 32.4. As reconstruction quality is almost kept constant, robustness of our algorithm is high. The maximum loss is 0.8 dB in terms of PSNRY.
Keywords :
digital television; feature extraction; image reconstruction; image registration; optimisation; Imultibroadcast receiver; digital TV; feature-based approach; intensity-based approach; intersequence error concealment; numerical optimization technique; reconstruction quality; scale-invariant feature; spatio-temporal image alignment; suboptimal channel; terrestrial broadcasting; Bit rate; Digital video broadcasting; Image quality; Image reconstruction; Image registration; Receivers; Transforms; Error Concealment; Image Alignment; Image Registration; Scale-Invariant Feature Transform; Synchronization;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5654241