EFFICIENT SCREEN CONTENT CODING BASED ON CONVOLUTIONAL NEURAL NETWORK GUIDED BY A LARGE-SCALE DATABASE

被引：0
|
作者：
Zhao, Lili [1 ]
Wei, Zhiwen [1 ]
Cai, Weitong [1 ]
Wang, Wenyi [1 ]
Zeng, Liaoyuan [1 ]
Chen, Jianwen [1 ]
机构：
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Peoples R China
来源：
2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2019年
关键词：
High Efficiency Video Coding (HEVC); Screen Content Coding (SCC); Convolutional Neural Network; Intra Prediction;
D O I：
10.1109/icip.2019.8803294
中图分类号：
TB8 [摄影技术];
学科分类号：
0804 ;
摘要：
Screen content videos (SCVs) are becoming popular in many applications. Compared with natural content videos (NCVs), the SCVs have different characteristics. Therefore, the screen content coding (SCC) based on HEVC adopts some new coding tools (intra block copy and palette mode etc.) to improve coding efficiency, but these tools increase the computational complexity as well. In this paper, we propose to predict the CU partition of the SCVs by a convolutional neural network (CNN) which is trained by the large-scale database that we firstly established for screen content coding. The proposed approach is implemented in SCC reference software SCM-6.1. Experimental results show that our proposed approach can save 53.2% encoding time with 2.67% BD-rate increase on average in All Intra (AI) configurations.
引用
收藏
页码：2656 / 2660
页数：5
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