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 …

Generative face video coding techniques and standardization efforts: A review

B Chen, J Chen, S Wang, Y Ye - 2024 Data Compression …, 2024 - ieeexplore.ieee.org
Generative Face Video Coding (GFVC) techniques can exploit the compact representation
of facial priors and the strong inference capability of deep generative models, achieving high …

Compact temporal trajectory representation for talking face video compression

B Chen, Z Wang, B Li, S Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this paper, we propose to compactly represent the nonlinear dynamics along the temporal
trajectories for talking face video compression. By projecting the frames into a high …

Interactive face video coding: A generative compression framework

B Chen, Z Wang, B Li, S Wang, S Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
In this paper, we propose a novel framework for Interactive Face Video Coding (IFVC), which
allows humans to interact with the intrinsic visual representations instead of the signals. The …

Enabling translatability of generative face video coding: A unified face feature transcoding framework

S Yin, B Chen, S Wang, Y Ye - 2024 Data Compression …, 2024 - ieeexplore.ieee.org
Generative face video coding (GFVC) can achieve high-quality visual face communication at
ultra-low bit-rate ranges via strong facial prior learning and realistic generation. However …

Dynamic multi-reference generative prediction for face video compression

Z Wang, B Chen, Y Ye, S Wang - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Face videos own abundant structured information and prior knowledge which can be utilized
by generative neural networks to achieve ultra-low bitrate compression. However …

Predictive coding for animation-based video compression

G Konuko, S Lathuilière… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
We address the problem of efficiently compressing video for conferencing-type applications.
We build on recent approaches based on image animation, which can achieve good …

Peering into The Sketch: Ultra-Low Bitrate Face Compression for Joint Human and Machine Perception

Y Mao, P Chen, S Wang, S Wang, D Wu - Proceedings of the 31st ACM …, 2023 - dl.acm.org
We propose a novel face compression framework that leverages the external priors for joint
human and machine perception under ultra-low bitrate scenarios. The proposed framework …

Perceptual quality assessment of face video compression: A benchmark and an effective method

Y Li, B Chen, B Chen, M Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recent years have witnessed an exponential increase in the demand for face video
compression, and the success of artificial intelligence has expanded the boundaries beyond …

Survey on Visual Signal Coding and Processing with Generative Models: Technologies, Standards and Optimization

Z Chen, H Sun, L Zhang, F Zhang - IEEE Journal on Emerging …, 2024 - ieeexplore.ieee.org
This paper provides a survey of the latest developments in visual signal coding and
processing with generative models. Specifically, our focus is on presenting the advancement …