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 …

Intra prediction and mode coding in VVC

J Pfaff, A Filippov, S Liu, X Zhao, J Chen… - … on Circuits and …, 2021 - ieeexplore.ieee.org
This paper presents the intra prediction and mode coding of the Versatile Video Coding
(VVC) standard. This standard was collaboratively developed by the Joint Video Experts …

Fully connected network-based intra prediction for image coding

J Li, B Li, J Xu, R Xiong, W Gao - IEEE Transactions on Image …, 2018 - ieeexplore.ieee.org
This paper proposes a deep learning method for intra prediction. Different from traditional
methods utilizing some fixed rules, we propose using a fully connected network to learn an …

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 …

Compact temporal trajectory representation for talking face video compression

B Chen, Z Wang, B Li, S Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this paper, we propose to compactly represent the nonlinear dynamics along the temporal
trajectories for talking face video compression. By projecting the frames into a high …

Progressive spatial recurrent neural network for intra prediction

Y Hu, W Yang, M Li, J Liu - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
Intra prediction is an important component of modern video codecs, which is able to
efficiently squeeze out the spatial redundancy in video frames. With preceding pixels as the …

Generative adversarial network-based intra prediction for video coding

L Zhu, S Kwong, Y Zhang, S Wang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
In this paper, a novel intra prediction method is proposed to improve the video coding
performance, in which the generative adversarial network (GAN) is adopted to intelligently …

Deep learning-based chroma prediction for intra versatile video coding

L Zhu, Y Zhang, S Wang, S Kwong… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Color images always exhibit a high correlation between luma and chroma components.
Cross component linear model (CCLM) has been introduced to exploit such correlation for …

Interactive face video coding: A generative compression framework

B Chen, Z Wang, B Li, S Wang, S Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
In this paper, we propose a novel framework for Interactive Face Video Coding (IFVC), which
allows humans to interact with the intrinsic visual representations instead of the signals. The …

Intra prediction using fully connected network for video coding

J Li, B Li, J Xu, R Xiong - 2017 IEEE International Conference …, 2017 - ieeexplore.ieee.org
Traditional intra prediction methods exploit some fixed rules to generate prediction, which
might not be adaptive enough to handle complicated contents. In this paper, we investigate …