Title :
Decoder complexity and performance comparison of matching pursuit and DCT-based MPEG-4 video codecs
Author :
Neff, Ralph ; Nomura, Tadahiro ; Zakhor, Avideh
Author_Institution :
Dept. of Electr. Eng., California Univ., Berkeley, CA, USA
Abstract :
Matching pursuits is an overcomplete expansion technique which has been successfully applied to the problem of coding motion residual images in a hybrid video coder. In this paper, the coding efficiency and decoder complexity of the method are compared to that of the DCT-based MPEG-4 standard with and without post-processing. Without post-processing, matching pursuits is shown to have significantly better PSNR and visual quality and similar decoding complexity compared to the MPEG-4 DCT decoder. To achieve reasonable quality at low bit rates, the DCT-based scheme requires post-processing, while the patching pursuit scheme does not. We show that the MPEG-4 post-processing filters have a prohibitive cost, increasing decoder complexity by a factor of 3 to 8. Finally, we introduce an all-integer matching pursuit implementation. The performance is shown to be within 0.05 dB of the original floating point algorithm
Keywords :
code standards; computational complexity; data compression; decoding; discrete cosine transforms; image motion analysis; telecommunication standards; transform coding; video codecs; DCT-based MPEG-4 standard; PSNR; all-integer matching pursuit implementation; coding efficiency; decoder complexity; floating point algorithm; hybrid video coder; low bit rates; matching pursuit; motion residual images; overcomplete expansion technique; performance comparison; post-processing; post-processing filters; video codecs; visual quality; Bit rate; Costs; Decoding; Discrete cosine transforms; MPEG 4 Standard; Matching pursuit algorithms; PSNR; Video codecs; Video compression; Virtual manufacturing;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.723618