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Content Provider | IEEE Xplore Digital Library |
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Author | Sermadevi, Y. Jun Chen Hemami, S.S. Berger, T. |
Copyright Year | 2005 |
Description | Author affiliation: Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA (Sermadevi, Y.; Jun Chen; Hemami, S.S.; Berger, T.) |
Abstract | This paper addresses the problem of bit allocation among frames in a predictively encoded video sequence. Finding optimal solutions to this problem potentially requires making an exponential number of calls to the encoder. To better understand the structure of the rate-distortion data output by video encoders, a simple model of a sequentially encoded autoregressive Gaussian random field is theoretically investigated. The rate-distortion data for the model exhibits an additive-separability property, i.e. the rate can be decomposed into a sum of independent functions of single distortion variables. This property implies the near-optimal behavior of a non-backtracking steepest-descent (SD) based bit allocation algorithm. The SD algorithm when applied to video coding produces near-optimal solutions by making a linear number of calls to the encoder. Results are presented for MPEG-2 encoding of standard video sequences. |
Sponsorship | Brandeis Univ |
Starting Page | 289 |
Ending Page | 298 |
File Size | 410667 |
Page Count | 10 |
File Format | |
ISBN | 0769523099 |
ISSN | 10680314 |
DOI | 10.1109/DCC.2005.96 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2005-03-29 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Bit rate Video coding Rate-distortion Encoding Quantization Video sequences Rate distortion theory Data compression Prediction algorithms MPEG 4 Standard |
Content Type | Text |
Resource Type | Article |
Subject | Computer Networks and Communications |
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