DocumentCode :
1506153
Title :
Foveated video compression with optimal rate control
Author :
Lee, Sanghoon ; Pattichis, Marios S. ; Bovik, Alan Conrad
Author_Institution :
Lucent Technol. Bell Labs., Murray Hill, NJ, USA
Volume :
10
Issue :
7
fYear :
2001
fDate :
7/1/2001 12:00:00 AM
Firstpage :
977
Lastpage :
992
Abstract :
Previously, fovcated video compression algorithms have been proposed which, in certain applications, deliver high-quality video at reduced bit rates by seeking to match the nonuniform sampling of the human retina. We describe such a framework here where foveated video is created by a nonuniform filtering scheme that increases the compressibility of the video stream. We maximize a new foveal visual quality metric. the foveal signal-to-noise ratio (FSNR) to determine the best compression and rate control parameters for a given target bit rate. Specifically, we establish a new optimal rate control algorithm for maximizing the FSNR using a Lagrange multiplier method defined on a curvilinear coordinate system. For optimal rate control, we also develop a piecewise R-D (rate-distortion)/R-Q (rate-quantization) model. A fast algorithm for searching for an optimal Lagrange multiplier λ* is subsequently presented. For the new models, we show how the reconstructed video quality is affected, where the FSNR is maximized, and demonstrate the coding performance for H.263,+,++/MPEG-4 video coding. For H.263/MPEG video coding, a suboptimal rate control algorithm is developed for fast, high-performance applications. In the simulations, we compare the reconstructed pictures obtained using optimal rate control methods for foveated and normal video. We show that foveated video coding using the suboptimal rate control algorithm delivers excellent performance under 64 kb/s
Keywords :
data compression; low-pass filters; rate distortion theory; variable rate codes; video coding; FSNR; H.263; H.263/MPEG video coding; Lagrange multiplier method; MPEG-4 video coding; compressibility; curvilinear coordinate system; foveal signal-to-noise ratio; foveal visual quality metric; foveated video compression; nonuniform filtering scheme; nonuniform sampling; optimal Lagrange multiplier; optimal rate control; piecewise rate-distortion/rate-quantization model; search; suboptimal rate control algorithm; video quality; video stream; Bit rate; Filtering; Humans; Lagrangian functions; Nonuniform sampling; Optimal control; Retina; Streaming media; Video coding; Video compression;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.931092
Filename :
931092
Link To Document :
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