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 …

End-to-end learnt image compression via non-local attention optimization and improved context modeling

T Chen, H Liu, Z Ma, Q Shen, X Cao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This article proposes an end-to-end learnt lossy image compression approach, which is built
on top of the deep nerual network (DNN)-based variational auto-encoder (VAE) structure …

Intra prediction and mode coding in VVC

J Pfaff, A Filippov, S Liu, X Zhao, J Chen… - … on Circuits and …, 2021 - ieeexplore.ieee.org
This paper presents the intra prediction and mode coding of the Versatile Video Coding
(VVC) standard. This standard was collaboratively developed by the Joint Video Experts …

Deep learning for camera data acquisition, control, and image estimation

DJ Brady, L Fang, Z Ma - Advances in Optics and Photonics, 2020 - opg.optica.org
We review the impact of deep-learning technologies on camera architecture. The function of
a camera is first to capture visual information and second to form an image. Conventionally …

Intra block copy in HEVC screen content coding extensions

X Xu, S Liu, TD Chuang, YW Huang… - IEEE Journal on …, 2016 - ieeexplore.ieee.org
With the emerging applications such as online gaming and Wi-Fi display, screen content
video, including computer generated text, graphics and animations, becomes more popular …

Fully connected network-based intra prediction for image coding

J Li, B Li, J Xu, R Xiong, W Gao - IEEE Transactions on Image …, 2018 - ieeexplore.ieee.org
This paper proposes a deep learning method for intra prediction. Different from traditional
methods utilizing some fixed rules, we propose using a fully connected network to learn an …

Residual highway convolutional neural networks for in-loop filtering in HEVC

Y Zhang, T Shen, X Ji, Y Zhang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
High efficiency video coding (HEVC) standard achieves half bit-rate reduction while keeping
the same quality compared with AVC. However, it still cannot satisfy the demand of higher …

Effective CU size decision for HEVC intracoding

L Shen, Z Zhang, Z Liu - IEEE Transactions on Image …, 2014 - ieeexplore.ieee.org
In high efficiency video coding (HEVC), the tree structured coding unit (CU) is adopted to
allow recursive splitting into four equally sized blocks. At each depth level (or CU size), it …

Fast intra mode decision for high efficiency video coding (HEVC)

H Zhang, Z Ma - IEEE Transactions on circuits and systems for …, 2013 - ieeexplore.ieee.org
The latest High Efficiency Video Coding (HEVC) standard only requires 50% bit-rate of the
H. 264/AVC at the same perceptual quality, but with a significant encoder complexity …

A fast CU size decision algorithm for the HEVC intra encoder

B Min, RCC Cheung - … Transactions on Circuits and Systems for …, 2014 - ieeexplore.ieee.org
Intra coding plays a crucial role in the High Efficiency Video Coding (HEVC) standard. It
provides the higher coding efficiency than the previous standard, H. 264/Advanced Video …