Title :
Dithered soft decision quantization for baseline JPEG encoding and its joint optimization with huffman coding and quantization table selection
Author :
Yang, En-hui ; Sun, Chang
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
Based on baseline JPEG, a new image coding framework is first developed, where dithered (uniform) quantizers are used to replace JPEG uniform quantizers for the purpose of improving the rate-distortion performance without sacrificing the coding complexity instead of the conventional subjective image quality. By combining dithering with soft decision quantization (SDQ)-yielding dithered SDQ, an iterative algorithm is then proposed for jointly designing dithers for DCT coefficients at each frequency (i.e., dither table), quantization table, run-length coding, and Huffman coding. The algorithm converges in the sense that its rate-distortion cost is monotonically decreasing until a stationary point is reached. When compared with state-of-the-art baseline JPEG R-D optimizer proposed recently by Yang and Wang, our algorithm achieves comparable and sometimes better rate-distortion performance with 65% computational complexity reduction.
Keywords :
Huffman codes; computational complexity; discrete cosine transforms; image coding; iterative methods; optimisation; quantisation (signal); rate distortion theory; runlength codes; DCT coefficients; Huffman coding; JPEG R-D optimizer; JPEG uniform quantizers; baseline JPEG encoding; computational complexity reduction; conventional subjective image quality; dithered quantizers; dithered soft decision quantization; image coding framework; iterative algorithm; joint optimization; quantization table; quantization table selection; rate-distortion cost; rate-distortion performance; run-length coding; Discrete cosine transforms; Encoding; Image coding; Joints; Optimization; Quantization; Transform coding;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-0321-7
DOI :
10.1109/ACSSC.2011.6189995