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 …

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 …

VVC in-loop filters

M Karczewicz, N Hu, J Taquet, CY Chen… - … on Circuits and …, 2021 - ieeexplore.ieee.org
This paper presents an overview of the technologies for in-loop processing and filtering in
the Versatile Video Coding (VVC) standard. These processes comprise luma mapping with …

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 …

CNN-based in-loop filtering for coding efficiency improvement

WS Park, M Kim - 2016 IEEE 12th Image, Video, and …, 2016 - ieeexplore.ieee.org
A recent video coding standard, called High Efficiency Video Coding (HEVC), adopts two in-
loop filters for coding efficiency improvement where the in-loop filtering is done by a de …

Residual highway convolutional neural networks for in-loop filtering in HEVC

Y Zhang, T Shen, X Ji, Y Zhang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
High efficiency video coding (HEVC) standard achieves half bit-rate reduction while keeping
the same quality compared with AVC. However, it still cannot satisfy the demand of higher …

[PDF][PDF] Image compression using neural networks: a review

HT Sadeeq, TH Hameed, AS Abdi… - International Journal of …, 2021 - academia.edu
Computer images consist of huge data and thus require more memory space. The
compressed image requires less memory space and less transmission time. Imaging and …

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 …

Efficient in-loop filtering based on enhanced deep convolutional neural networks for HEVC

Z Pan, X Yi, Y Zhang, B Jeon… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The raw video data can be compressed much by the latest video coding standard, high
efficiency video coding (HEVC). However, the block-based hybrid coding used in HEVC will …

General video coding technology in responses to the joint call for proposals on video compression with capability beyond HEVC

B Bross, K Andersson, M Bläser… - … on Circuits and …, 2019 - ieeexplore.ieee.org
After the development of the High-Efficiency Video Coding Standard (HEVC), ITU-T VCEG
and ISO/IEC MPEG formed the Joint Video Exploration Team (JVET), which started …