Title :
Spatial and Temporal Adaptation of Interpolation Filter For Low Complexity Encoding/Decoding
Author :
Rusanovskyy, Dmytro ; Gabbouj, Moncef ; Ugur, Kemal
Author_Institution :
Tampere Univ. of Technol., Tampere
Abstract :
Compared to video coding with non-adaptive interpolation filtering, adaptive filters achieve higher compression ratios, with an increase in encoding and decoding complexity. In our earlier work, we significantly reduced the decoding complexities of adaptive filtering schemes with a minimal impact on the coding efficiency by making use of different filters and adapting them spatially and temporally. However, our previous scheme required high encoder complexity, as several encoding passes per frame were needed to analyze the input image and optimize the selection of interpolation filters. In this paper, a novel algorithm that does not require multiple encoding passes, but still give similar or better performance is proposed. This is achieved by using a modified decision making function that does not require full reconstruction of coded frame and use motion and prediction information more efficiently. In addition, we generalized our previous scheme by introducing additional filters, so that better Rate-Distortion-Complexity tradeoffs are possible. Experimental results show that up-to 50-70% reduction in interpolation complexity is achieved, with less than 0.13 dB penalty on coding efficiency.
Keywords :
adaptive filters; decision making; decoding; interpolation; video coding; adaptive filters; decision making function; decoding complexities; interpolation filter; rate-distortion-complexity tradeoffs; spatial adaptation; temporal adaptation; video coding; Adaptive filters; Decision making; Decoding; Encoding; Filtering; Image analysis; Image coding; Image reconstruction; Interpolation; Video coding; adaptive filter; interpolation; video coding;
Conference_Titel :
Multimedia Signal Processing, 2007. MMSP 2007. IEEE 9th Workshop on
Conference_Location :
Crete
Print_ISBN :
978-1-4244-1274-7
DOI :
10.1109/MMSP.2007.4412843