Overview of intelligent video coding: from model-based to learning-based approaches

S Ma, J Gao, R Wang, J Chang, Q Mao, Z Huang… - Visual Intelligence, 2023 - Springer
Intelligent video coding (IVC), which dates back to the late 1980s with the concept of
encoding videos with knowledge and semantics, includes visual content compact …

Generative Visual Compression: A Review

B Chen, S Yin, P Chen, S Wang, Y Ye - arXiv preprint arXiv:2402.02140, 2024 - arxiv.org
Artificial Intelligence Generated Content (AIGC) is leading a new technical revolution for the
acquisition of digital content and impelling the progress of visual compression towards …

Scalable Face Image Coding via StyleGAN Prior: Towards Compression for Human-Machine Collaborative Vision

Q Mao, C Wang, M Wang, S Wang… - … on Image Processing, 2023 - ieeexplore.ieee.org
The accelerated proliferation of visual content and the rapid development of machine vision
technologies bring significant challenges in delivering visual data on a gigantic scale, which …

Extreme image compression using fine-tuned vqgans

Q Mao, T Yang, Y Zhang, Z Wang… - 2024 Data …, 2024 - ieeexplore.ieee.org
Recent advances in generative compression methods have demonstrated remarkable
progress in enhancing the perceptual quality of compressed data, especially in scenarios …

Pose-Driven Compression for Dynamic 3D Human via Human Prior Models

R Yan, Q Yin, X Zhang, Q Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
To cost-effectively transmit high-quality dynamic 3D human images in immersive multimedia
applications, efficient data compression is crucial. Unlike existing methods that focus on …

Stable Diffusion is a Natural Cross-Modal Decoder for Layered AI-generated Image Compression

R Chen, Q Mao, Z Cheng - arXiv preprint arXiv:2412.12982, 2024 - arxiv.org
Recent advances in Artificial Intelligence Generated Content (AIGC) have garnered
significant interest, accompanied by an increasing need to transmit and compress the vast …

Extreme Generative Human-Oriented Video Coding via Motion Representation Compression

R Wang, Q Mao, C Jia, R Wang… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The increasing popularity of video conferencing and live streaming raises the growing
demand for encoding human-oriented videos at ultra-low bit rates. Recently, several ultra …

[PDF][PDF] Visual pattern representation and coding based on deep generative models

YL GUO, JH CHANG, C HUANG - 热点专题▶ - zte.com.cn
The performance of early intelligent encoding methods was limited by manually designed
solutions, while current neural networkbased encoding methods lack interpretability, which …