Iterative training of neural networks for intra prediction

T Dumas, F Galpin, P Bordes - IEEE Transactions on Image …, 2020 - ieeexplore.ieee.org
This paper presents an iterative training of neural networks for intra prediction in a block-
based image and video codec. First, the neural networks are trained on blocks arising from …

On the use of deep learning and parallelism techniques to significantly reduce the HEVC intra-coding time

V Galiano, H Migallón, M Martínez-Rach… - The Journal of …, 2023 - Springer
It is well-known that each new video coding standard significantly increases in
computational complexity with respect to previous standards, and this is particularly true for …

Fast ISP coding mode optimization algorithm based on CU texture complexity for VVC

Z Liu, M Dong, XH Guan, M Zhang, R Wang - EURASIP Journal on Image …, 2021 - Springer
In lately published video coding standard Versatile Video Coding (VVC/H. 266), the intra sub-
partitions (ISP) coding mode is proposed. It is efficient for frames with rich texture, but less …

Complexity Reduction in Intra Prediction of HEVC Using a Modified Convolutional Neural Network Model Incorporating Depth Map and RGB Texture

RC Angel, PL Chithra - Journal of Signal Processing Systems, 2024 - Springer
The use of videos has become widespread across various domains, including personal,
entertainment, business, and education. As the demand for video storage and transmission …

Fast inter mode decision exploiting intra-block similarity in HEVC

R Duvar, O Akbulut, O Urhan - Signal Processing: Image Communication, 2019 - Elsevier
Video coding standards mainly aim to decrease bit-rate to be transmitted while maintaining
video quality at a certain level. Mode decision used in inter-and intra-prediction stages is a …

Low calculation cost of HEVC coding unit size based on spatial homogeneity detection

R Brai, A Bekhouch, N Doghmane, S Harize… - Journal of Visual …, 2023 - Elsevier
For the same video quality, HEVC gives 25% to 50% bitrate savings, compared to its
predecessor the Advanced Video Coding H. 264 and thus supports resolutions up to 8 K …

Machine learning approaches with HEVC intra prediction on CU partition for complexity reduction

C Palaniappan, RC Angel - Multimedia Tools and Applications, 2023 - Springer
In the current context, transmitting videos and the subsequent maintaining of a repository
have become vital; hence, there is a greater need for compression. High Efficiency Video …

Optimal block search mechanism using deep recurrent neural network for enabling the code-efficiency in HEVC

AC Korishetti, VS Malemath - Journal of Engineering, Design and …, 2021 - emerald.com
Purpose High-efficiency video coding (HEVC) is the latest video coding standard that has
better coding efficiency than the H. 264/advanced video coding (AVC) standard. The …

VR‐Based improvement of aerobics teaching quality

J Wu - Internet Technology Letters, 2022 - Wiley Online Library
Currently, most of students do not pay much attention to aerobics. Affected by various
factors, students' participation in aerobics learning is low and lack of interest. However …

Performance Elucidation of Metrics in High Efficiency Video Coding Using HEVC Test Model

PL Chithra, RC Angel - … Computing and Signal Processing: Proceedings of …, 2021 - Springer
Learning online has become a common scenario and transmission of videos is done
enormously. During transmission, the compressed videos should be used to occupy less …