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 …

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 …

Enhanced motion-compensated video coding with deep virtual reference frame generation

L Zhao, S Wang, X Zhang, S Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we propose an efficient inter prediction scheme by introducing the deep virtual
reference frame (VRF), which serves better reference in the temporal redundancy removal …

A switchable deep learning approach for in-loop filtering in video coding

D Ding, L Kong, G Chen, Z Liu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Deep learning provides a great potential for in-loop filtering to improve both coding
efficiency and subjective quality in video coding. State-of-the-art work focuses on network …

Enhanced bi-prediction with convolutional neural network for high-efficiency video coding

Z Zhao, S Wang, S Wang, X Zhang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In this paper, we propose an enhanced bi-prediction scheme based on the convolutional
neural network (CNN) to improve the rate-distortion performance in video compression. In …

Rate-distortion optimization-based learned fractional interpolation filter design for hevc

X Huang, W Niu, Q Zhang, H Yin… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Fractional motion compensation (FMC) has been widely adopted in modern video coding
standards such as high-efficiency video coding (HEVC). The fractional pixels in FMC are …

Enhancing VVC through CNN-based post-processing

F Zhang, C Feng, DR Bull - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
This paper presents a new Convolutional Neural Network (CNN) based post-processing
approach for video compression, which is applied at the decoder to improve the …

Fast DST-VII/DCT-VIII with dual implementation support for versatile video coding

Z Zhang, X Zhao, X Li, L Li, Y Luo… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The Joint Video Exploration Team (JVET) recently launched the standardization of the next-
generation video coding named Versatile Video Coding (VVC) with the inherited technical …

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 …