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 …

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 …

Intra prediction with deep learning

R Birman, Y Segal, A David-Malka… - Applications of Digital …, 2018 - spiedigitallibrary.org
One fundamental component of video compression standards is Intra-Prediction. Intra-
Prediction takes advantage of redundancy in the information of neighboring pixel values …

Intra picture prediction for video coding with neural networks

P Helle, J Pfaff, M Schäfer, R Rischke… - 2019 Data …, 2019 - ieeexplore.ieee.org
We train a neural network to perform intra picture prediction for block based video coding.
Our network has multiple prediction modes which co-adapt during training to minimize a loss …

Coarse-to-Fine Network-Based Intra Prediction in Versatile Video Coding

D Park, G Moon, BT Oh, JG Kim - Sensors, 2023 - mdpi.com
After the development of the Versatile Video Coding (VVC) standard, research on neural
network-based video coding technologies continues as a potential approach for future video …

An affine-linear intra prediction with complexity constraints

M Schäfer, B Stallenberger, J Pfaff… - … conference on image …, 2019 - ieeexplore.ieee.org
This paper presents a novel method for a data-driven training of affine-linear predictors
which perform intra prediction in state-of-the-art video coding. The main aspect of our …

Enhanced intra prediction for video coding by using multiple neural networks

H Sun, Z Cheng, M Takeuchi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper enhances the intra prediction by using multiple neural network modes (NM).
Each NM serves as an end-to-end mapping from the neighboring reference blocks to the …

Gradient-based pre-processing for intra prediction in high efficiency video coding

A BenHajyoussef, T Ezzedine, A Bouallègue - EURASIP Journal on Image …, 2017 - Springer
In order to reach higher coding efficiency compared to its predecessor, a state-of-the-art
video compression standard, the High Efficiency Video Coding (HEVC), has been designed …

Enhanced bi-prediction with convolutional neural network for high-efficiency video coding

Z Zhao, S Wang, S Wang, X Zhang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In this paper, we propose an enhanced bi-prediction scheme based on the convolutional
neural network (CNN) to improve the rate-distortion performance in video compression. In …

Dual learning-based video coding with inception dense blocks

C Liu, H Sun, Z Cheng, M Takeuchi… - 2019 Picture Coding …, 2019 - ieeexplore.ieee.org
In this paper, a dual learning-based method in intra coding is introduced for PCS Grand
Challenge. This method is mainly composed of two parts: intra prediction and reconstruction …