Deep frame prediction for video coding

H Choi, IV Bajić - IEEE Transactions on Circuits and Systems …, 2019 - ieeexplore.ieee.org
We propose a novel frame prediction method using a deep neural network (DNN), with the
goal of improving the video coding efficiency. The proposed DNN makes use of decoded …

[HTML][HTML] Rate control technology for next generation video coding overview and future perspective

H Zeng, J Xu, S He, Z Deng, C Shi - Electronics, 2022 - mdpi.com
Video data have become the main data traffic on the Internet, and their traffic is increasing
explosively every year, thus increasing the pressure of video transmission. Video coding …

Affine transformation-based deep frame prediction

H Choi, IV Bajić - IEEE Transactions on Image Processing, 2021 - ieeexplore.ieee.org
We propose a neural network model to estimate the current frame from two reference
frames, using affine transformation and adaptive spatially-varying filters. The estimated …

Learned rate-distortion cost prediction for ultrafast screen content intra coding

Y Zuo, C Gao, D Liu, L Li, Y Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As online collaborations become more prevalent, screen content has become increasingly
important in real-time video communications. To reduce communication costs, the H …

Neural network based rate control for versatile video coding

Y Mao, M Wang, Z Ni, S Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this work, we propose a neural network based rate control algorithm for Versatile Video
Coding (VVC). The proposed method relies on the modeling of the Rate-Quantization (RQ) …

Multi-scale convolutional neural network-based intra prediction for video coding

Y Wang, X Fan, S Liu, D Zhao… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In both H. 264/AVC and HEVC, the angular prediction is adopted for intra coding, which only
exploits the spatial correlation between the current block and its neighboring single line …

Machine learning-based rate distortion modeling for VVC/H. 266 intra-frame

M Wang, J Zhang, L Huang… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Rate-distortion (RD) optimization has been widely adopted to improve the coding efficiency
on the video encoder side. However, there are few studies related to modeling the RD …

Estimation of rate control parameters for video coding using CNN

M Santamaria, E Izquierdo, S Blasi… - 2018 IEEE Visual …, 2018 - ieeexplore.ieee.org
Rate-control is essential to ensure efficient video delivery. Typical rate-control algorithms
rely on bit allocation strategies, to appropriately distribute bits among frames. As reference …

Neural network-based enhancement to inter prediction for video coding

Y Wang, X Fan, R Xiong, D Zhao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Inter prediction is a crucial part of hybrid video coding frameworks, utilized to exploit the
temporal redundancy in video sequences and improve the coding performance. During inter …

A convolutional neural network-based rate control algorithm for VVC intra coding

J Wang, X Shang, X Zhao, Y Zhang - Displays, 2024 - Elsevier
Abstract The Versatile Video Coding (VVC) has shown significant improvements in Rate-
Distortion (RD) performance compared to its predecessor, High Efficiency Video Coding …