JOURNAL ARTICLE

Rate-Distortion Optimized Motion-Compensated Prediction for Packet Loss Resilient Video Coding

Shuai WanEbroul Izquierdo

Year: 2007 Journal:   IEEE Transactions on Image Processing Vol: 16 (5)Pages: 1327-1338   Publisher: Institute of Electrical and Electronics Engineers

Abstract

A rate-distortion optimized motion-compensated prediction method for robust video coding is proposed. Contrasting methods from the conventional literature, the proposed approach uses the expected reconstructed distortion after transmission, instead of the displaced frame difference in motion estimation. Initially, the end-to-end reconstructed distortion is estimated through arecursive per-pixel estimation algorithm. Then the total bit rate for motion-compensated encoding is predicted using a suitable rate distortion model. The results are fed into the Lagrangian optimization at the encoder to perform motion estimation. Here, the encoder automatically finds an optimized motion compensated prediction by estimating the best tradeoff between coding efficiency and end-to-end distortion. Finally, rate-distortion optimization is applied again to estimate the macroblock mode. This process uses previously selected optimized motion vectors and their corresponding reference frames. It also considers intraprediction. Extensive computer simulations in lossy channel environments were conducted to assess the performance of the proposed method. Selected results for both single and multiple reference frames settings are described. A comparative evaluation using other conventional techniques from the literature was also conducted. Furthermore, the effects of mismatches between the actual channel packet loss rate and the one assumed at the encoder side have been evaluated and reported in this paper.

Keywords:
Macroblock Motion estimation Encoder Rate–distortion optimization Computer science Rate–distortion theory Motion compensation Distortion (music) Inter frame Computer vision Algorithm Coding (social sciences) Artificial intelligence Reference frame Block-matching algorithm Mathematics Data compression Decoding methods Frame (networking) Video tracking Bandwidth (computing) Video processing Statistics Telecommunications

Metrics

31
Cited By
1.55
FWCI (Field Weighted Citation Impact)
21
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Coding and Compression Technologies
Physical Sciences →  Computer Science →  Signal Processing
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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