Title :
Joint source/channel coding and MAP decoding of arithmetic codes
Author :
Grangetto, Marco ; Cosman, Pamela ; Olmo, Gabriella
Author_Institution :
Center for Multimedia Radio Commun., Politecnico di Torino, Italy
fDate :
6/1/2005 12:00:00 AM
Abstract :
In this paper, a novel maximum a posteriori (MAP) estimation approach is employed for error correction of arithmetic codes with a forbidden symbol. The system is founded on the principle of joint source channel coding, which allows one to unify the arithmetic decoding and error correction tasks into a single process, with superior performance compared to traditional separated techniques. The proposed system improves the performance in terms of error correction with respect to a separated source and channel coding approach based on convolutional codes, with the additional great advantage of allowing complete flexibility in adjusting the coding rate. The proposed MAP decoder is tested in the case of image transmission across the additive white Gaussian noise channel and compared against standard forward error correction techniques in terms of performance and complexity. Both hard and soft decoding are taken into account, and excellent results in terms of packet error rate and decoded image quality are obtained.
Keywords :
AWGN channels; arithmetic codes; combined source-channel coding; convolutional codes; forward error correction; image coding; maximum likelihood decoding; phase shift keying; MAP decoding; additive white Gaussian noise channel; arithmetic code; channel coding approach; convolutional code; forbidden symbol; forward error correction code; image coding; image transmission; joint source-channel coding; maximum a posteriori estimation approach; packet error rate; separated technique; Additive white noise; Arithmetic; Channel coding; Convolutional codes; Decoding; Error analysis; Error correction codes; Forward error correction; Image communication; Testing; Arithmetic coding; image transmission; joint source/channel coding (JSCC); maximum;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2005.849690