Title :
Efficient index assignment by improved bit probability estimation for parallel processing of distributed video coding
Author :
Tonomura, Yoshihide ; Nakachi, Takayuki ; Fujii, Tatsuya
Author_Institution :
NTT Network Innovation Labs., Yokosuka
fDate :
March 31 2008-April 4 2008
Abstract :
Distributed video coding (DVC) is attracting attention as a paradigm for video compression. One reason is that it transfers the high complexity computation to the decoder. However, the DVC decoder that uses channel coding based on a belief propagation algorithm has complexity exceeding that of the H.264/AVC encoder. This paper proposes a parallelized DVC scheme that treats each bitplane independently. Unfortunately, simple parallelization schemes suffer low compression efficiency because they can´t use additional side information for the decoding of subsequent bitplanes. Therefore, we propose an effective estimation method that can calculate the bit probability as accurately as possible by index assignment. Simulations show that the proposed system can reduce the decode time by up to about 30-35 [%] with only slight parallelization loss.
Keywords :
channel coding; computational complexity; data compression; estimation theory; parallel processing; probability; video coding; H.264/AVC encoder; belief propagation algorithm; channel coding; decoder; distributed video coding; improved bit probability estimation; index assignment; parallel processing; video compression; Automatic voltage control; Belief propagation; Cameras; Channel coding; Decoding; Image coding; Parallel processing; Parity check codes; Video coding; Video compression; Bitplane correlation; Distributed source coding; Gray code; LDPC codes; Parallel processing;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517706