Innovative Insights: A Review of Deep Learning Methods for Enhanced Video Compression

M Khadir, MF Hashmi, DM Kotambkar, A Gupta - IEEE Access, 2024 - ieeexplore.ieee.org
Video Compression (VC) is a significant aspect of multimedia technology, in which the goal
to minimize the size of video data, while also preserving its perceptual quality, for effective …

Lightweight macro-pixel quality enhancement network for light field images compressed by versatile video coding

H Huang, C Cui, C Jia, X Zhang, S Ma - Journal of Visual Communication …, 2024 - Elsevier
Previous research demonstrated that filtering Macro-Pixels (MPs) in a decoded Light Field
Image (LFI) sequence can effectively enhances the quality of the corresponding Sub …

A ViT‐Based Adaptive Recurrent Mobilenet With Attention Network for Video Compression and Bit‐Rate Reduction Using Improved Heuristic Approach Under …

D Padmapriya, A Roseline A - Computational Intelligence, 2024 - Wiley Online Library
Video compression received attention from the communities of video processing and deep
learning. Modern learning‐aided mechanisms use a hybrid coding approach to reduce …

A channel-wise contextual module for learned intra video compression

Y Zhan, S **ong, X He, B Tang, H Chen - Journal of Visual Communication …, 2024 - Elsevier
In the multimedia era, exploding image and video data highlight the importance of video
compression for storage and transmission. The All-Intra structure is a coding mode in HEVC …

[PDF][PDF] PROPOSED ALGORITHM FOR VIDEO SEQUENCE COMPRESSION

VZKAKLLM Chervyakov, AA Tatarkanov - iotpe.com
Creating a method and simulating video information compression is one of the today's most
urgent tasks, especially given a number of shortcomings inherent in the existing algorithms …