JOURNAL ARTICLE

Complexity scalable motion compensated wavelet video encoding

Deepak S. TuragaMihaela van der SchaarBéatrice Pesquet‐Popescu

Year: 2005 Journal:   IEEE Transactions on Circuits and Systems for Video Technology Vol: 15 (8)Pages: 982-993   Publisher: Institute of Electrical and Electronics Engineers

Abstract

We present a framework for the systematic analysis of video encoding complexity, measured in terms of the number of motion estimation (ME) computations, that we illustrate on motion compensated wavelet video coding schemes. We demonstrate the graceful complexity scalability of these schemes through the modification of the spatiotemporal decomposition structure and the ME parameters, and the use of spatiotemporal prediction. We generate a wide range of rate-distortion-complexity (R-D-C) operating points for different sequences, by modifying these options. Using our analytical framework we derive closed form expressions for the number of ME computations for these different coding modes and show that they accurately capture the computational complexity independent of the underlying content characteristics. Our framework for complexity analysis can be combined with rate-distortion modeling to determine the encoding structure and parameters for optimal R-D-C tradeoffs.

Keywords:
Computational complexity theory Motion estimation Rate–distortion theory Scalability Computer science Wavelet Algorithm Coding (social sciences) Encoding (memory) Computation Motion compensation Scalable Video Coding Theoretical computer science Rate distortion Data compression Mathematics Artificial intelligence

Metrics

52
Cited By
6.23
FWCI (Field Weighted Citation Impact)
16
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Signal Denoising Methods
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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