DocumentCode :
301251
Title :
An optimization of MPEG to maximize subjective quality
Author :
Lin, Fu-Huei ; Mersereau, Russell M.
Author_Institution :
Sch. of Electr.& Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
2
fYear :
1995
fDate :
23-26 Oct 1995
Firstpage :
547
Abstract :
We present a video quality measure based on block-based features. Four block-based features (an average of FFT differences, a standard deviation of FFT differences, mean absolute deviation of wepstrum differences, and the variance of UVW differences) are extracted from the input and output video sequences and fed into a four-layer backpropagation neural network which has been trained by subjective testing. We then introduce the quality measure into the design of an MPEG encoder to maximize the quality measure. A MPEG bit allocation algorithm is developed which is based on the quality measure that considers the bit-count and quality at the macroblock level. A simple relationship between one macroblock´s quality and overall quality is also addressed. The simulation on this optimization scheme has a higher quality measure when compared to the Test Model 5
Keywords :
backpropagation; code standards; fast Fourier transforms; image sequences; multilayer perceptrons; optimisation; telecommunication standards; transform coding; video coding; MPEG bit allocation algorithm; MPEG encoder; MPEG optimization; UVW differences; average FFT differences; bit count; block based features; four-layer backpropagation neural network; input video sequences; macroblock level quality; mean absolute deviation; output video sequences; simulation; standard deviation; subjective quality; subjective testing; video quality measure; wepstrum differences; Bit rate; Motion compensation; Motion estimation; Neural networks; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1995. Proceedings., International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-8186-7310-9
Type :
conf
DOI :
10.1109/ICIP.1995.537537
Filename :
537537
Link To Document :
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