Journals / Turkish Journal of Electrical Engineering and Computer Science / 2017 / Cilt: 25 - Sayı: 6

Two-bit transform using local binary pattern method for low-complexity block motion estimation

Pages
4593–4601
Publication Date
2017-12-01
DOI
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AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

The proposed method reduces the computational complexity, especially in the binarization stage, while improving the motion estimation accuracy compared to existing one-bit and two-bit transform-based low-complexity motion estimation approaches in the literature.

📌 3 Key Takeaways

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Objective & Hypothesis:Low bit-depth representation-based motion estimation approaches have been drawing considerable attention recently, mainly because of their small hardware footprint.
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Key Findings & Data:In this paper, a new two-bit transform using a local binary pattern (LBP) for low-complexity motion estimation is proposed.
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Conclusion & Impact:The proposed method reduces the computational complexity, especially in the binarization stage, while improving the motion estimation accuracy compared to existing one-bit and two-bit transform-based low-complexity motion estimation approaches in the literature.
🔬Design:Research Article
📍Scope:Comprehensive Sample
⚙️Variables:Local binary pattern · low-complexity binarization · motion estimation

Abstract

Low bit-depth representation-based motion estimation approaches have been drawing considerable attention recently, mainly because of their small hardware footprint. In this paper, a new two-bit transform using a local binary pattern (LBP) for low-complexity motion estimation is proposed. The proposed approach utilizes the LBP method to obtain two-bit representations of video frames in the binarization process. Video frames are transformed into their low bit-depth representations by the LBP and then a motion estimation process is carried out using these binary frames. A Boolean exclusive-OR operation is used to calculate the number of nonmatching points metric instead of the conventional sum of absolute differences metric in the motion estimation stage. The proposed method reduces the computational complexity, especially in the binarization stage, while improving the motion estimation accuracy compared to existing one-bit and two-bit transform-based low-complexity motion estimation approaches in the literature.

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Cite This Article

ÇELEBİ, A. T. (2017). Two-bit transform using local binary pattern method for low-complexity block motion estimation. Turkish Journal of Electrical Engineering and Computer Science, Cilt: 25 - Sayı: 6, 4593–4601. https://ajindex.com/articles/187524

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