Machine learning based video coding optimizations: A survey

Y Zhang, S Kwong, S Wang - Information Sciences, 2020 - Elsevier
Video data has become the largest source of data consumed globally. Due to the rapid
growth of video applications and boosting demands for higher quality video services, video …

Overview of research in the field of video compression using deep neural networks

R Birman, Y Segal, O Hadar - Multimedia Tools and Applications, 2020 - Springer
Abstract Deep Neural Networks (DNN) have emerged in recent year as a best-of-breed
alternative for performing various classification, prediction and identification tasks in images …

BVI-DVC: A training database for deep video compression

D Ma, F Zhang, DR Bull - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
Deep learning methods are increasingly being applied in the optimisation of video
compression algorithms and can achieve significantly enhanced coding gains, compared to …

Content adaptive and error propagation aware deep video compression

G Lu, C Cai, X Zhang, L Chen, W Ouyang, D Xu… - Computer Vision–ECCV …, 2020 - Springer
Recently, learning based video compression methods attract increasing attention. However,
the previous works suffer from error propagation due to the accumulation of reconstructed …

Advances in video compression system using deep neural network: A review and case studies

D Ding, Z Ma, D Chen, Q Chen, Z Liu… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Significant advances in video compression systems have been made in the past several
decades to satisfy the near-exponential growth of Internet-scale video traffic. From the …

Deep learning-based video coding: A review and a case study

D Liu, Y Li, J Lin, H Li, F Wu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
The past decade has witnessed the great success of deep learning in many disciplines,
especially in computer vision and image processing. However, deep learning-based video …

Image and video compression with neural networks: A review

S Ma, X Zhang, C Jia, Z Zhao, S Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In recent years, the image and video coding technologies have advanced by leaps and
bounds. However, due to the popularization of image and video acquisition devices, the …

An end-to-end learning framework for video compression

G Lu, X Zhang, W Ouyang, L Chen… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Traditional video compression approaches build upon the hybrid coding framework with
motion-compensated prediction and residual transform coding. In this paper, we propose the …

Deep learning-based technology in responses to the joint call for proposals on video compression with capability beyond HEVC

D Liu, Z Chen, S Liu, F Wu - … on Circuits and Systems for Video …, 2019 - ieeexplore.ieee.org
Deep learning has achieved great success in the past decade, especially in the fields of
computer vision and image processing. After witnessing such success, video coding experts …

Efficient multi-strategy intra prediction for quality scalable high efficiency video coding

D Wang, C Zhu, Y Sun, F Dufaux… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
As an extension of high efficiency video coding (HEVC), the scalable high efficiency video
coding (SHVC) introduces multiple layers with inter-layer predictions, which greatly …