电信科学 ›› 2019, Vol. 35 ›› Issue (5): 32-42.doi: 10.11959/j.issn.1000-0801.2019142

• 专题:智能通信技术及应用 • 上一篇    下一篇

基于神经网络的图像视频编码

贾川民,赵政辉,王苫社,马思伟   

  1. 北京大学,北京 100871
  • 修回日期:2019-05-08 出版日期:2019-05-20 发布日期:2019-05-21
  • 作者简介:贾川民(1993- ),男,北京大学博士生,主要研究方向为图像视频编码与处理。|赵政辉(1993- ),男,北京大学博士生,主要研究方向为图像视频编码与处理。|王苫社(1981- ),男,博士,北京大学助理研究员,主要研究方向为视频编码与视频处理。|马思伟(1979- ),男,博士,北京大学教授、博士生导师,主要研究方向为视频编码与处理。
  • 基金资助:
    国家自然科学基金资助项目(61632001);国家重点基础研究发展计划(“973”计划)基金资助项目(2015CB351800);北京大学高性能计算平台资助项目

Neural network based image and video coding technologies

Chuanmin JIA,Zhenghui ZHAO,Shanshe WANG,Siwei MA   

  1. Peking University,Beijing 100871,China
  • Revised:2019-05-08 Online:2019-05-20 Published:2019-05-21
  • Supported by:
    The National Natural Science Foundation of China(61632001);The National Key Technology R&D Program(973 Program)(2015CB351800);Peking University High Performance Computing Platform

摘要:

深度神经网络近年来在人工智能领域进展显著,并引发广泛深入研究神经网络的热潮,近期基于神经网络的图像视频编码也成为热点研究问题之一。系统梳理了基于神经网络的图像视频编码技术及进展,对基于多层感知机、随机神经网络、卷积神经网络、循环神经网络、生成对抗网络等框架的图像压缩,以及基于深度学习的各类视频编码工具进行了综述介绍,同时对神经网络编码的未来发展趋势进行了分析与展望。

关键词: 神经网络, 深度学习, 卷积神经网络, 图像压缩, 视频编码

Abstract:

Deep neural networks have achieved tremendous success in artificial intelligence,which makes the broad and in-depth research of neural network resurge in recent years.Recently,the neural network based image and video coding has become one of the front-edge topics.A systematic and comprehensive review of neural network based image and video coding approaches based on network structure and coding modules were provided.The development of neural network based image compression,e.g.multi-layer perceptron,random neural network,convolutional neural network,recurrent neural network and generative adversarial network based image compression methods and neural network based video compression tools were introduced respectively.Moreover,the future trends in neural network based compression were also envisioned and discussed.

Key words: neural network, deep learning,CNN, image compression, video coding

中图分类号: 

  • TP393