A novel fast intra algorithm for VVC based on histogram of oriented gradient
The latest Versatile Video Coding (VVC) standard incorporates a series of effective and complex new intra coding tools, which obtains superior coding efficiency than the High Efficiency Video Coding (HEVC). However, this makes the intra coding more complicated and time-consuming. A fast algorithm fo...
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Veröffentlicht in: | Journal of visual communication and image representation 2023-09, Vol.95, p.103888, Article 103888 |
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Zusammenfassung: | The latest Versatile Video Coding (VVC) standard incorporates a series of effective and complex new intra coding tools, which obtains superior coding efficiency than the High Efficiency Video Coding (HEVC). However, this makes the intra coding more complicated and time-consuming. A fast algorithm for VVC from two aspects of fast mode decision and fast partition decision is proposed in this paper. For the fast mode decision, the relationship between bins with Histogram of Oriented Gradient (HOG) and intra modes is created for the mode selection, decreasing the planar modes for SATD and RDO. Moreover, we analyze the maximum bins to determine the final modes, and we use the modes of left and upper blocks as a reference for the current CU, which can early terminate RDO. Moreover, a two-step fast partition algorithm is proposed based on HOG for fast partition decision, in which two thresholds are investigated to control the uniformity of textures. The proposed fast algorithm is implemented on the VVC test model, and the experimental results show that it can achieve 69.07% time savings with only 2.96% BDBR increases averagely, which outperforms other relatively existing state-of-the-art methods. Moreover, to convince the universality of our algorithm, we further implement our method in Fraunhofer Versatile Video Encoder (VVenc) and Fraunhofer Versatile Video Decoder (VVdec), which have five settings to control the trade-off between encoding quality and efficiency for intra coding. The fast intra mode decision algorithm and fast partition algorithm decrease the complexity of intra coding for both VTM and VVenc, which shows the efficiency and universality of the proposed fast partition and fast mode decision algorithms.
•The CUs’ textures have strong correlations with the HOG operator.•A mapping table of VVC intra modes with HOG operator is created.•The HOG operator leads the intra mode decision to decline the probability and number of RDO operations.•The HOG operator controls the trade-off between BDBR and saving time with two VVC intra partition decision thresholds.•The VVC intra coding is accelerated with fast intra mode and fast partition decisions with HOG operator. |
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ISSN: | 1047-3203 1095-9076 |
DOI: | 10.1016/j.jvcir.2023.103888 |