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 …

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 …

Video coding for machines: A paradigm of collaborative compression and intelligent analytics

L Duan, J Liu, W Yang, T Huang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Video coding, which targets to compress and reconstruct the whole frame, and feature
compression, which only preserves and transmits the most critical information, stand at two …

A convolutional neural network approach for post-processing in HEVC intra coding

Y Dai, D Liu, F Wu - … Modeling: 23rd International Conference, MMM 2017 …, 2017 - Springer
Lossy image and video compression algorithms yield visually annoying artifacts including
blocking, blurring, and ringing, especially at low bit-rates. To reduce these artifacts, post …

Content-aware convolutional neural network for in-loop filtering in high efficiency video coding

C Jia, S Wang, X Zhang, S Wang, J Liu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Recently, convolutional neural network (CNN) has attracted tremendous attention and has
achieved great success in many image processing tasks. In this paper, we focus on CNN …

A deep learning approach for multi-frame in-loop filter of HEVC

T Li, M Xu, C Zhu, R Yang, Z Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
An extensive study on the in-loop filter has been proposed for a high efficiency video coding
(HEVC) standard to reduce compression artifacts, thus improving coding efficiency …

Enhancing quality for HEVC compressed videos

R Yang, M Xu, T Liu, Z Wang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The latest High Efficiency Video Coding (HEVC) standard has been increasingly applied to
generate video streams over the Internet. However, HEVC compressed videos may incur …

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 …