Dianxin kexue (May 2019)

Neural network based image and video coding technologies

  • Chuanmin JIA,
  • Zhenghui ZHAO,
  • Shanshe WANG,
  • Siwei MA

Journal volume & issue
Vol. 35
pp. 32 – 42

Abstract

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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.

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