Video coding for machines: A paradigm of collaborative compression and intelligent analytics
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 …
compression, which only preserves and transmits the most critical information, stand at two …
Intra prediction and mode coding in VVC
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 …
(VVC) standard. This standard was collaboratively developed by the Joint Video Experts …
Fully connected network-based intra prediction for image coding
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 …
methods utilizing some fixed rules, we propose using a fully connected network to learn an …
Machine learning based video coding optimizations: A survey
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 …
growth of video applications and boosting demands for higher quality video services, video …
Compact temporal trajectory representation for talking face video compression
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 …
trajectories for talking face video compression. By projecting the frames into a high …
Progressive spatial recurrent neural network for intra prediction
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 …
efficiently squeeze out the spatial redundancy in video frames. With preceding pixels as the …
Generative adversarial network-based intra prediction for video coding
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 …
performance, in which the generative adversarial network (GAN) is adopted to intelligently …
Deep learning-based chroma prediction for intra versatile video coding
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 …
Cross component linear model (CCLM) has been introduced to exploit such correlation for …
Interactive face video coding: A generative compression framework
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 …
allows humans to interact with the intrinsic visual representations instead of the signals. The …
Intra prediction using fully connected network for video coding
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 …
might not be adaptive enough to handle complicated contents. In this paper, we investigate …