Title :
Decoding of images using soft-bits and Markov random field modeling
Author :
Mertins, Alfred ; Jamart, OIivier
Author_Institution :
Sch. of Electr., Comput., & Telecommun. Eng., Wollongong Univ., NSW, Australia
Abstract :
We combine soft-bit decoding with Markov random field modeling of source signals and apply the proposed technique to image communication over noisy channels. No redundancy is added by the encoder in the form of channel codes. For error correction and concealment, the decoder relies only on the bit-reliability information extracted at the channel output and the random field modeling of natural images. The results obtained show that the proposed method yields excellent performance even under extremely noisy conditions.
Keywords :
AWGN channels; Markov processes; decoding; error correction; image coding; natural scenes; visual communication; AWGN channel; Markov random field modeling; additive white Gaussian noise; error correction; image communication; image decoding; natural images; noisy channels; soft-bits; AWGN; Additive white noise; Australia; Bit error rate; Decoding; Error correction; Image communication; Markov random fields; Telecommunication computing; Working environment noise;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1038004