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Journal ArticleDOI

A Fast CU Size Decision Algorithm for HEVC

TLDR
The experimental results demonstrate that the proposed CU size decision algorithm significantly reduces computational complexity by 69% on average with 2.99% Bjøntegaard difference bitrate increase for random access and performs well for various characteristic of sequences and outperforms the two previous state-of-the-art works.
Abstract
High Efficiency Video Coding (HEVC) employs a coding unit (CU), prediction unit (PU), and transform unit (TU) based on the quadtree coding tree unit (CTU) structure to improve coding efficiency. However, the computational complexity increases greatly because the rate-distortion (RD) optimization process should be performed for all CUs, PUs, and TUs to obtain the optimal CTU partition. In this paper, a fast CU size decision algorithm is proposed to reduce the encoder complexity of HEVC. Based on the statistical analysis, three approaches with SKIP mode decision (SMD), CU skip estimation (CUSE), and early CU termination (ECUT) are considered. In SMD, it is determined that the remaining modes except for SKIP mode are preformed or not. CUSE and ECUT determine that larger CU sizes and smaller CU sizes are coded or not, respectively. Thresholds for SMD, CUSE, and ECUT are designed based on Bayes’ rule with a complexity factor. Update process is performed to estimate the statistical parameters for SMD, CUSE, and ECUT considering the characteristic of RD cost. The experimental results demonstrate that the proposed CU size decision algorithm significantly reduces computational complexity by 69% on average with 2.99% Bjontegaard difference bitrate (BDBR) increase for random access. The complexity reduction and BDBR increase for low delay are 68% and 2.46%, respectively. The experimental results also show that our proposed scheme performs well for various characteristic of sequences and outperforms the two previous state-of-the-art works.

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Citations
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Journal ArticleDOI

A Novel Fast CU Encoding Scheme Based on Spatiotemporal Encoding Parameters for HEVC Inter Coding

TL;DR: A fast and an efficient CU encoding scheme based on the spatiotemporal encoding parameters of HEVC encoders, which consists of an improved early CU SKIP detection method and a fast CU split decision method that significantly reduces the total encoding time with negligible RD-performance loss.
Journal ArticleDOI

Fast reference frame selection based on content similarity for low complexity HEVC encoder

TL;DR: A fast reference frame selection algorithm for the HEVC encoder that efficiently removes the encoding complexity of the best reference frame decision process and the rate distortion performance degradation is negligible.
Journal ArticleDOI

Binary and Multi-Class Learning Based Low Complexity Optimization for HEVC Encoding

TL;DR: A binary and multi-class support vector machine (SVM)-based fast HEVC encoding algorithm that outperforms the state-of-the-art fast coding algorithms in terms of complexity reduction and RD performance.
Journal ArticleDOI

Fast HEVC Inter CU Decision Based on Latent SAD Estimation

TL;DR: A fast inter CU decision is proposed based on the latent sum of absolute differences (SAD) estimation based on a two-layer motion estimation method designed to take advantage of the latent SAD cost.
Journal ArticleDOI

An Adaptive CU Size Decision Algorithm for HEVC Intra Prediction Based on Complexity Classification Using Machine Learning

TL;DR: An adaptive fast CU size decision algorithm for HEVC Intra prediction is proposed based on CU complexity classification (CC) by using machine learning (ML) technology and shows that the proposed algorithm could achieve around 60% encoding time reduction for various test video sequences on average.
References
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Journal ArticleDOI

Overview of the High Efficiency Video Coding (HEVC) Standard

TL;DR: The main goal of the HEVC standardization effort is to enable significantly improved compression performance relative to existing standards-in the range of 50% bit-rate reduction for equal perceptual video quality.
Journal ArticleDOI

Comparison of the Coding Efficiency of Video Coding Standards—Including High Efficiency Video Coding (HEVC)

TL;DR: The results of subjective tests for WVGA and HD sequences indicate that HEVC encoders can achieve equivalent subjective reproduction quality as encoder that conform to H.264/MPEG-4 AVC when using approximately 50% less bit rate on average.
Journal ArticleDOI

HEVC Complexity and Implementation Analysis

TL;DR: Overall, the complexity of HEVC decoders does not appear to be significantly different from that of H.264/AVC decoder; this makes HEVC decoding in software very practical on current hardware.
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