IEEE Transactions on Multimedia · 2014 · 215 citations · 18 references
ComputingComputer ScienceComputer GraphicsComputer VisionMachine VisionData CompressionDigital Image ProcessingImage ProcessingMotion EstimationOptical FlowSource CodingCoding StandardsCompressionCompression Performance EvaluationComputational Complexity Of AlgorithmsOptical Flow EstimationOptical Flow FeaturesSignal-to-noise RatioVideo Compression
The newly developed HEVC video coding standard can achieve higher compression performance than the previous video coding standards, such as MPEG-4, H.263 and H.264/AVC. However, HEVC's high computational complexity raises concerns about the computational burden on real-time application. In this paper, a fast pyramid motion divergence (PMD) based CU selection algorithm is presented for HEVC inter prediction. The PMD features are calculated with estimated optical flow of the downsampled frames. Theoretical analysis shows that PMD can be used to help selecting CU size. A k nearest neighboring like method is used to determine the CU splittings. Experimental results show that the fast inter prediction method speeds up the inter coding significantly with negligible loss of the peak signal-to-noise ratio.
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An Effective CU Size Decision Method for HEVC Encoders
Liquan Shen, Zhi Liu, Xinpeng Zhang et al. · IEEE Transactions on Multimedia · 2012 · 383 citations
Human-assisted motion annotation
Ce Liu, William T. Freeman, Edward H. Adelson et al. · 2008 · 189 citations