Modeling DCT coefficients for fast video encoding

被引:143
作者
Pao, IM [1 ]
Sun, MT [1 ]
机构
[1] Univ Washington, Dept Elect Engn, Informat Proc Lab, Seattle, WA 98195 USA
关键词
computation reduction; discrete cosine transform (DCT); fast DCT; modeling of DCT; peak signal-to-noise ratio (PSNR); statistical DCT;
D O I
10.1109/76.767126
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Digital video coding standards such as H.263 and MPEG are becoming more and more important for multimedia applications. Due to the huge amount of computations required, there are significant efforts to speed up the processing of video encoders. Previously the efforts were mainly focused on the fast motion-estimation algorithm, However, as the motion-estimation algorithm becomes optimized, to speed up the video encoders further we also need to optimize other functions such as discrete cosine transform (DCT) and inverse DCT (IDCT). Ln this paper, we propose a theoretical model for DCT coefficients. Based on the model, we develop an adaptive algorithm to reduce the computations of DCT, IDCT, quantization, and inverse quantization, We also present a fast DCT algorithm to speed up the calculations of DCT further when the quantization step size is large. We show, by simulations, that significant improvement in the processing speed can be achieved with negligible video-quality degradation. We also implement the algorithm in a real-time PC-based platform to show that it is effective and practical.
引用
收藏
页码:608 / 616
页数:9
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