DocumentCode
1194178
Title
Fast Variable Padding Motion Estimation Using Smart Zero Motion Prejudgment Technique for Pixel and Frequency Domains
Author
Ismail, Yasser ; Elgamel, Mohammed A. ; Bayoumi, Magdy A.
Author_Institution
Univ. of Louisiana at Lafayette, Lafayette, LA
Volume
19
Issue
5
fYear
2009
fDate
5/1/2009 12:00:00 AM
Firstpage
609
Lastpage
626
Abstract
Motion estimation (ME) plays an important role in modern video coders since it consumes approximately 60-80% of the entire encoder´s computations. In this paper, three novel techniques are proposed to effectively speed up the ME process. First, a smart prediction technique for effectively deciding an initial search center is proposed. Second, a zero motion prejudgment technique is proposed to accurately decide whether the pre-estimated ISC can be considered as a best match motion vector (MV) and consequently save the required computations for the MV refinement process. Finally, a variable padding pixels ME technique is proposed to adaptively determine the number of padding pixels required for the search window for more computational cost savings. The three techniques are combined and applied to the block-based ME for a superior computational complexity savings in the ME process. The performance of the proposed techniques is tested in both the pixel domain ME and the frequency domain ME in terms of their quantitative visual quality (peak signal-to-noise ratio, PSNR), their computational complexity, and their bit rate. Experimental results demonstrate that the proposed fast ME technique is able to achieve approximately a 99.4% reduction in ME time compared to the conventional full search block-based ME (FSSBB-ME) with negligible degradation in both the PSNR and the bit rate. Additionally, the experimental results prove the effectiveness of the proposed techniques if they are combined with any block-based ME technique such as the fast extended diamond enhanced predictive zonal search. Experimental results also demonstrate that there is at least an additional savings of 72% in ME time using the conventional discrete cosine transform phase correlation ME (DCT-PC-ME) in the frequency domain compared to the conventional FSBB-ME technique in pixel domain. Compared to the conventional DCT-PC-ME, applying the proposed novel techniques to the DCT-PC-ME saves up to 89% in ME t- - ime.
Keywords
computational complexity; discrete cosine transforms; image resolution; motion estimation; video coding; block-based motion estimation; computational complexity; conventional discrete cosine transform phase correlation; fast extended diamond enhanced predictive zonal search; fast variable padding motion estimation; frequency domains; motion vector; padding pixels; peak signal-to-noise ratio; pixel domains; quantitative visual quality; smart zero motion prejudgment technique; video coders; Block matching; DCT phase correlation motion estimation (DCT-PC-ME); H264/advanced video coding (AVC); fast motion estimation (ME); frequency domain ME; pixel domain ME;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2009.2017417
Filename
4801635
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