We optimize the implemention codes of three representative GFVC works, i.e., FOMM, CFTE and FV2V, and further provide the unified codes regarding the encoder and decoder processes. Current extensions to the original code include DAC and HDAC

Abstract: Generative face video coding (GFVC) has been demonstrated as a potential approach to low-latency, low bitrate video conferencing. GFVC frameworks achieve an extreme gain in coding efficiency with over 70% bitrate savings when …

Abstract: This paper presents an advancement in Generative Face Video Compression (GFVC) recognized through contributions in recent JVET meetings. We optimized the general framework of GFVC by eliminating the need for an analysis model at the decoder side, and encoding the feature into bitstream at the encoder instead, which reduces the ...

2024年3月22日 · Abstract: 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, different kinds of feature representations hinder the interoperability of GFVC, as the bitstream generated from one type of feature representation can ...

We optimize the implemention codes of three representative GFVC works, i.e., FOMM, CFTE and FV2V, and further provide the unified codes regarding the encoder and decoder processes.

Abstract—Generative face video coding (GFVC) has been demonstrated as a potential approach to low-latency, low bi-trate video conferencing. GFVC frameworks achieve an extreme gain in coding eficiency with over 70% bitrate savings when …

生成人脸视频编码（gfvc）技术可以利用人脸先验的紧凑表示和深度生成模型的强大推理能力，在超低带宽场景下实现高质量的人脸视频通信。 本文对 GFVC 技术和标准化工作的最新进展进行了全面的调查，这些技术可适用于超低比特率通信、用户指定的动画/过滤 ...

2024年10月11日 · Beyond traditional hybrid video coding paradigms, Generative Face Video Compression (GFVC) relying on the strong capabilities of deep generative models and the philosophy of early Model-Based Coding (MBC) can facilitate the compact representation and realistic reconstruction of visual face signal, thus achieving ultra-low bitrate face video ...

We optimize the implemention codes of three representative GFVC works, i.e., FOMM, CFTE and FV2V, and further provide the unified codes regarding the encoder and decoder processes.

2023年11月5日 · 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-quality face video communication in ultra-low bandwidth scenarios.