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

• Topics:intelligent communication technologies and applications • Previous Articles     Next Articles

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

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

CLC Number: 

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