Title :
Progressive transmission of images using MAP detection over channels with memory
Author :
Srinivas, Bindignavile S. ; Ladner, Richard E. ; Azizoglu, Murat ; Riskin, Eva A.
Author_Institution :
Sarnoff Corp, Princeton, NJ, USA
fDate :
4/1/1999 12:00:00 AM
Abstract :
We propose a new maximum a posteriori (MAP) detector, without the need for explicit channel coding, to lessen the impact of communication channel errors on compressed image sources. The MAP detector exploits the spatial correlation in the compressed bitstream as well as the temporal memory in the channel to correct channel errors. We first present a technique for computing the residual redundancy inherent in a compressed grayscale image (compressed using VQ). The performance of the proposed MAP detector is compared to that of a memoryless MAP detector. We also investigate the dependence of the performance on memory characteristics of the Gilbert-Elliott channel as well as average channel error rate. Finally, we study the robustness of the proposed MAP detector´s performance to estimation errors
Keywords :
combined source-channel coding; image coding; maximum likelihood detection; receivers; vector quantisation; visual communication; Gilbert-Elliott channel; MAP detection; VQ; average channel error rate; channel errors; communication channel errors; compressed grayscale image; compressed image sources; estimation errors; images; maximum a posteriori detector; memory characteristics; progressive transmission; residual redundancy; spatial correlation; temporal memory; Channel coding; Communication channels; Detectors; Error analysis; Error correction; Estimation error; Gray-scale; Image coding; Redundancy; Robustness;
Journal_Title :
Image Processing, IEEE Transactions on