Overview of intelligent video coding: from model-based to learning-based approaches

S Ma, J Gao, R Wang, J Chang, Q Mao, Z Huang… - Visual Intelligence, 2023 - Springer
Intelligent video coding (IVC), which dates back to the late 1980s with the concept of
encoding videos with knowledge and semantics, includes visual content compact …

WCDANN: A Lightweight CNN Post-Processing Filter for VVC-Based Video Compression

H Zhang, C Jung, D Zou, M Li - IEEE Access, 2023 - ieeexplore.ieee.org
In this paper, we propose a weakly connected dense attention neural network for
compression artifact removal, called WCDANN. WCDANN is a convolutional neural network …

[HTML][HTML] Chaotic moving video quality enhancement based on deep in-loop filtering

T Tang, Y Yang, D Wu, R Wang, Z Li - Digital Communications and …, 2024 - Elsevier
Abstract The Joint Video Experts Team (JVET) has announced the latest generation of the
Versatile Video Coding (VVC, H. 266) standard. The in-loop filter in VVC inherits the De …

Fast CU Decision Algorithm Based on CNN and Decision Trees for VVC

H Li, P Zhang, B Jin, Q Zhang - Electronics, 2023 - mdpi.com
Compared with the previous generation of High Efficiency Video Coding (HEVC), Versatile
Video Coding (VVC) introduces a quadtree and multi-type tree (QTMT) partition structure …

[HTML][HTML] Multi-Type Self-Attention-Based Convolutional-Neural-Network Post-Filtering for AV1 Codec

W Gwun, K Choi, GH Park - Mathematics, 2024 - mdpi.com
Over the past few years, there has been substantial interest and research activity
surrounding the application of Convolutional Neural Networks (CNNs) for post-filtering in …

A Neural-network Enhanced Video Coding Framework beyond ECM

Y Zhao, W He, C Jia, Q Wang, J Li, Y Li, C Lin… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, a hybrid video compression framework is proposed that serves as a
demonstrative showcase of deep learning-based approaches extending beyond the …

Enhancing Versatile Video Coding Efficiency via Post-Processing of Decoded Frames Using Residual Network Integration in Deep Convolutional Neural Networks

MKI Ibraheem, AV Dvorkovich - 2024 26th International …, 2024 - ieeexplore.ieee.org
The VVC standard, also known as Versatile Video Coding represents an advancement, in
video compression technology. Its main objective is to improve compression efficiency while …

Overview of Grand Challenge on Neural Network-based Video Coding in ISCAS 2022

Y Li, L Zhang, J Xu, K Zhang - 2022 Picture Coding Symposium …, 2022 - ieeexplore.ieee.org
Recently years have witnessed an increasing interest in the neural network-based video
coding, including end2end and hybrid schemes. To foster the research in this emerging field …