Developments in international video coding standardization after AVC, with an overview of versatile video coding (VVC)

B Bross, J Chen, JR Ohm, GJ Sullivan… - Proceedings of the …, 2021 - ieeexplore.ieee.org
In the last 17 years, since the finalization of the first version of the now-dominant H.
264/Moving Picture Experts Group-4 (MPEG-4) Advanced Video Coding (AVC) standard in …

Deep learning tools for the measurement of animal behavior in neuroscience

MW Mathis, A Mathis - Current opinion in neurobiology, 2020 - Elsevier
Highlights•Deep neural networks are shattering performance benchmarks in computer
vision for various tasks.•Using modern deep learning approaches (DNNs) in the lab is a …

Nerv: Neural representations for videos

H Chen, B He, H Wang, Y Ren… - Advances in Neural …, 2021 - proceedings.neurips.cc
We propose a novel neural representation for videos (NeRV) which encodes videos in
neural networks. Unlike conventional representations that treat videos as frame sequences …

FVC: A new framework towards deep video compression in feature space

Z Hu, G Lu, D Xu - … of the IEEE/CVF Conference on …, 2021 - openaccess.thecvf.com
Learning based video compression attracts increasing attention in the past few years. The
previous hybrid coding approaches rely on pixel space operations to reduce spatial and …

UVG dataset: 50/120fps 4K sequences for video codec analysis and development

A Mercat, M Viitanen, J Vanne - … of the 11th ACM Multimedia Systems …, 2020 - dl.acm.org
This paper provides an overview of our open Ultra Video Group (UVG) dataset that is
composed of 16 versatile 4K (3840× 2160) test video sequences. These natural sequences …

Dvc: An end-to-end deep video compression framework

G Lu, W Ouyang, D Xu, X Zhang… - Proceedings of the …, 2019 - openaccess.thecvf.com
Conventional video compression approaches use the predictive coding architecture and
encode the corresponding motion information and residual information. In this paper, taking …

Edge assisted real-time object detection for mobile augmented reality

L Liu, H Li, M Gruteser - The 25th annual international conference on …, 2019 - dl.acm.org
Most existing Augmented Reality (AR) and Mixed Reality (MR) systems are able to
understand the 3D geometry of the surroundings but lack the ability to detect and classify …

Coarse-to-fine deep video coding with hyperprior-guided mode prediction

Z Hu, G Lu, J Guo, S Liu, W Jiang… - Proceedings of the …, 2022 - openaccess.thecvf.com
The previous deep video compression approaches only use the single scale motion
compensation strategy and rarely adopt the mode prediction technique from the traditional …

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 …

Wireless deep video semantic transmission

S Wang, J Dai, Z Liang, K Niu, Z Si… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
In this paper, we design a new class of high-efficiency deep joint source-channel coding
methods to achieve end-to-end video transmission over wireless channels. The proposed …