Reducing complexity of HEVC: A deep learning approach

M Xu, T Li, Z Wang, X Deng, R Yang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
High efficiency video coding (HEVC) significantly reduces bit rates over the preceding H.
264 standard but at the expense of extremely high encoding complexity. In HEVC, the quad …

Low-complexity CTU partition structure decision and fast intra mode decision for versatile video coding

H Yang, L Shen, X Dong, Q Ding, P An… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Quadtree with nested multi-type tree (QTMT) partition structure is an efficient improvement in
versatile video coding (VVC) over the quadtree (QT) structure in the advanced high …

DeepQTMT: A deep learning approach for fast QTMT-based CU partition of intra-mode VVC

T Li, M Xu, R Tang, Y Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Versatile Video Coding (VVC), as the latest standard, significantly improves the coding
efficiency over its predecessor standard High Efficiency Video Coding (HEVC), but at the …

A fast QTMT partition decision strategy for VVC intra prediction

Y Fan, H Sun, J Katto, J Ming'E - IEEE Access, 2020 - ieeexplore.ieee.org
Different from the traditional quaternary tree (QT) structure utilized in the previous generation
video coding standard H. 265/HEVC, a brand new partition structure named quadtree with …

HG-FCN: Hierarchical grid fully convolutional network for fast VVC intra coding

S Wu, J Shi, Z Chen - … Transactions on Circuits and Systems for …, 2022 - ieeexplore.ieee.org
As one of the key technologies of Versatile Video Coding (VVC), a flexible quad-tree with a
nested multi-type tree (QTMT) partition structure significantly improves the rate-distortion …

Fast multi-type tree partitioning for versatile video coding using a lightweight neural network

S Park, JW Kang - IEEE Transactions on Multimedia, 2020 - ieeexplore.ieee.org
In this paper, we propose a fast decision scheme using a lightweight neural network (LNN)
to avoid redundant block partitioning in versatile video coding (VVC). A more versatile block …

Machine learning based video coding optimizations: A survey

Y Zhang, S Kwong, S Wang - Information Sciences, 2020 - Elsevier
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 …

Learned fast HEVC intra coding

Z Chen, J Shi, W Li - IEEE Transactions on Image Processing, 2020 - ieeexplore.ieee.org
In High Efficiency Video Coding (HEVC), excellent rate-distortion (RD) performance is
achieved in part by having a flexible quadtree coding unit (CU) partition and a large number …

Fast QTMT partition decision algorithm in VVC intra coding based on variance and gradient

J Chen, H Sun, J Katto, X Zeng… - 2019 IEEE Visual …, 2019 - ieeexplore.ieee.org
Quadtree with nested multi-type tree (QTMT) partition structure in Versatile Video Coding
(VVC) contributes to superior encoding performance compared to the basic quad-tree (QT) …

Context-based ternary tree decision method in versatile video coding for fast intra coding

SH Park, JW Kang - IEEE access, 2019 - ieeexplore.ieee.org
This paper presents a fast encoding method for versatile video coding (VVC) using an early
determination scheme that skips redundant multi-type tree (MTT) pruning. MTT consists of …