Neural adaptive loop filtering for video coding: Exploring multi-hypothesis sample refinement

D Ding, J Wang, G Zhen, D Mukherjee… - … on Circuits and …, 2023 - ieeexplore.ieee.org
Adaptive loop filtering (ALF) is extensively investigated for lossy video coding to mitigate
compression noise. Numerous learning-based ALFs have emerged recently and improved …

QA-Filter: A QP-adaptive convolutional neural network filter for video coding

C Liu, H Sun, J Katto, X Zeng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Convolutional neural network (CNN)-based filters have achieved great success in video
coding. However, in most previous works, individual models were needed for each …

[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 …

Quadtree-based guided CNN for AV1 in-loop filtering

J Wang, G Ding, D Ding, D Mukherjee… - … on Image Processing …, 2022 - ieeexplore.ieee.org
Recently, learning-based in-loop filtering has attracted lots of attention. State-of-the-art
works generally deploy computationally expensive, large-scale neural networks, which is …

A learning-based low complexity in-loop filter for video coding

C Liu, H Sun, J Katto, X Zeng… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
With the continuous development of mobile devices, it becomes possible for people to
demand higher definition videos. To alleviate the pressure of deploying the video codec in …

Adaptive CNN-Enhanced In-Loop Filter for Lossy Video Coding

J Guo, W Chen, C Zhou, Z Lv… - 2023 IEEE 23rd …, 2023 - ieeexplore.ieee.org
Efficient video compression techniques designed to reduce the costs of wireless video
transmission play a critical role in meeting the growing demand for video content delivery. In …