Title :
Locally optimal joint encoding of image transform coefficients
Author :
Bunyaratavej, Piya ; Miller, David J.
Author_Institution :
Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA
Abstract :
We address the choice of encoder for conditional entropy-constrained trellis-coded quantization (CECTCQ), applied to image transform coefficients. The optimal CECTCQ encoder requires an (utterly intractable) exhaustive search and the standard method of greedy, sequential encoding of the coefficient "sources" is suboptimal. Alternatively, we suggest a locally optimal encoding algorithm, guaranteed to improve performance over greedy encoding, and yet with manageable increases in encoding complexity. This method uses dynamic programming as a local optimization encoding "step", repeatedly applied until convergence. Simulations demonstrate up to 1.5 dB gain over greedy CECTCQ encoding of block-transformed images
Keywords :
dynamic programming; entropy codes; image coding; iterative methods; optimisation; quantisation (signal); transform coding; trellis codes; conditional entropy-constrained trellis-coded quantization; dynamic programming; entropy coding; greedy encoding; image transform coefficients; iterative technique; locally optimal joint encoding; optimization; sequential encoding; trellis coding; Convergence; Dynamic programming; Encoding; Entropy coding; Filtering; Frequency conversion; Gain; Image coding; Optimization methods; Quantization;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940527