Generative Face Video Coding Techniques and Standardization Efforts: A Review
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Abstract (arXiv)
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. This paper conducts a comprehensive survey on the recent advances of the GFVC techniques and standardization efforts, which could be applicable to ultra low bitrate communication, user-specified animation/filtering and metaverse-related functionalities. In particular, we generalize GFVC systems within one coding framework and summarize different GFVC algorithms with their corresponding visual representations. Moreover, we review the GFVC standardization activities that are specified with supplemental enhancement information messages. Finally, we discuss fundamental challenges and broad applications on GFVC techniques and their standardization potentials, as well as envision their future trends. The project page can be found at https://github.com/Berlin0610/Awesome-Generative-Face-Video-Coding.
Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). Builds on 17 of its 50 references that are in the map. First posted on arXiv 5 Nov 2023.
Builds on
17 of 50 references.
References · 17
- 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
- 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,185
- 2020Image Quality Assessment: Unifying Structure and Texture Similaritycited by 792
- 2017VoxCeleb: a large-scale speaker identification datasetcited by 714
- 2020First Order Motion Model for Image Animationcited by 698
- 2020One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencingcited by 438
- 2021Motion Representations for Articulated Animationcited by 253
- 2022Depth-Aware Generative Adversarial Network for Talking Head Video Generationcited by 177
- 2020Low Bandwidth Video-Chat Compression using Deep Generative Modelscited by 24
- 2020Ultra-low bitrate video conferencing using deep image animationcited by 22
- 2023Interactive Face Video Coding: A Generative Compression Frameworkcited by 17
- 2023Perceptual Quality Assessment of Face Video Compression: A Benchmark and An Effective Methodcited by 14
5 more
- 2022Neural Face Video Compression using Multiple Viewscited by 11
- 2022Generative Compression for Face Video: A Hybrid Schemecited by 11
- 2022Compressing Video Calls using Synthetic Talking Headscited by 10
- 2023Predictive Coding For Animation-Based Video Compressioncited by 9
- 2022A Hybrid Deep Animation Codec for Low-bitrate Video Conferencingcited by 7
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Citing papers per year: 2024: 6; 2025: 11; 2026: 2.
19 papers.
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- 2024Generative Visual Compression: A Reviewcited by 13
- 2024M3-CVC: Controllable Video Compression with Multimodal Generative Modelscited by 9
- 2025T-GVC: Trajectory-Guided Generative Video Coding at Ultra-Low Bitratescited by 8
- 2024Beyond GFVC: A Progressive Face Video Compression Framework with Adaptive Visual Tokenscited by 7
- 2024Generative Human Video Compression with Multi-granularity Temporal Trajectory Factorizationcited by 5
- 2025Conditional Video Generation for High-Efficiency Video Compressioncited by 5
- 2024Standardizing Generative Face Video Compression using Supplemental Enhancement Informationcited by 4
- 2024Tokenizing Motion: A Generative Approach for Scene Dynamics Compressioncited by 3
- 2025Pleno-Generation: A Scalable Generative Face Video Compression Framework with Bandwidth Intelligencecited by 3
- 2025Generative Models at the Frontier of Compression: A Survey on Generative Face Video Codingcited by 3
- 2025Compressing Human Body Video with Interactive Semantics: A Generative Approachcited by 2
- 2025GaussianHeadTalk: Wobble-Free 3D Talking Heads with Audio Driven Gaussian Splattingcited by 2
7 more
- 2025Rethinking Generative Human Video Coding with Implicit Motion Transformationcited by 1
- 2025Sparse2Dense: A Keypoint-driven Generative Framework for Human Video Compression and Vertex Predictioncited by 1
- 2025Wireless Video Semantic Communication with Decoupled Diffusion Multi-frame Compensationcited by 1
- 2025A Lightweight Dual-Mode Optimization for Generative Face Video Codingcited by 0
- 2025Context Video Semantic Transmission with Variable Length and Rate Coding over MIMO Channelscited by 0
- 2026A Camera-Native Talking-Head Video Dataset for Various Computer Vision Taskscited by 0
- 2026ReGenVC: End-to-End Real-Time Generative Video Coding at Ultra-Low Bitratecited by 0
- 2026ReGenVC: End-to-End Real-Time Generative Video Coding at Ultra-Low Bitrate30 Jul 2026
- 2026A Camera-Native Talking-Head Video Dataset for Various Computer Vision Tasks23 Mar 2026
- 2025Context Video Semantic Transmission with Variable Length and Rate Coding over MIMO Channels23 Dec 2025
- 2025GaussianHeadTalk: Wobble-Free 3D Talking Heads with Audio Driven Gaussian Splatting11 Dec 2025
- 2025Wireless Video Semantic Communication with Decoupled Diffusion Multi-frame Compensation4 Nov 2025
- 2025Sparse2Dense: A Keypoint-driven Generative Framework for Human Video Compression and Vertex Prediction27 Sep 2025
- 2025A Lightweight Dual-Mode Optimization for Generative Face Video Coding19 Aug 2025
- 2025Conditional Video Generation for High-Efficiency Video Compression21 Jul 2025
- 2025T-GVC: Trajectory-Guided Generative Video Coding at Ultra-Low Bitrates10 Jul 2025
- 2025Rethinking Generative Human Video Coding with Implicit Motion Transformation12 Jun 2025
- 2025Generative Models at the Frontier of Compression: A Survey on Generative Face Video Coding9 Jun 2025
- 2025Compressing Human Body Video with Interactive Semantics: A Generative Approach22 May 2025
7 more
- 2025Pleno-Generation: A Scalable Generative Face Video Compression Framework with Bandwidth Intelligence24 Feb 2025
- 2024M3-CVC: Controllable Video Compression with Multimodal Generative Models24 Nov 2024
- 2024Standardizing Generative Face Video Compression using Supplemental Enhancement Information19 Oct 2024
- 2024Generative Human Video Compression with Multi-granularity Temporal Trajectory Factorization14 Oct 2024
- 2024Tokenizing Motion: A Generative Approach for Scene Dynamics Compression13 Oct 2024
- 2024Beyond GFVC: A Progressive Face Video Compression Framework with Adaptive Visual Tokens11 Oct 2024
- 2024Generative Visual Compression: A Review3 Feb 2024
- 2024Generative Visual Compression: A Reviewcited by 13
- 2024M3-CVC: Controllable Video Compression with Multimodal Generative Modelscited by 9
- 2025T-GVC: Trajectory-Guided Generative Video Coding at Ultra-Low Bitratescited by 8
- 2024Beyond GFVC: A Progressive Face Video Compression Framework with Adaptive Visual Tokenscited by 7
- 2024Generative Human Video Compression with Multi-granularity Temporal Trajectory Factorizationcited by 5
- 2024Standardizing Generative Face Video Compression using Supplemental Enhancement Informationcited by 4
- 2024Tokenizing Motion: A Generative Approach for Scene Dynamics Compressioncited by 3
- 2025Pleno-Generation: A Scalable Generative Face Video Compression Framework with Bandwidth Intelligencecited by 3
- 2025Generative Models at the Frontier of Compression: A Survey on Generative Face Video Codingcited by 3
- 2025Compressing Human Body Video with Interactive Semantics: A Generative Approachcited by 2
- 2025GaussianHeadTalk: Wobble-Free 3D Talking Heads with Audio Driven Gaussian Splattingcited by 2
- 2025Rethinking Generative Human Video Coding with Implicit Motion Transformationcited by 1
12 most cited of 18 All 18 (JSON)
- 2026ReGenVC: End-to-End Real-Time Generative Video Coding at Ultra-Low Bitrate30 Jul 2026
- 2026A Camera-Native Talking-Head Video Dataset for Various Computer Vision Tasks23 Mar 2026
- 2025Context Video Semantic Transmission with Variable Length and Rate Coding over MIMO Channels23 Dec 2025
- 2025GaussianHeadTalk: Wobble-Free 3D Talking Heads with Audio Driven Gaussian Splatting11 Dec 2025
- 2025Wireless Video Semantic Communication with Decoupled Diffusion Multi-frame Compensation4 Nov 2025
- 2025Sparse2Dense: A Keypoint-driven Generative Framework for Human Video Compression and Vertex Prediction27 Sep 2025
- 2025A Lightweight Dual-Mode Optimization for Generative Face Video Coding19 Aug 2025
- 2025T-GVC: Trajectory-Guided Generative Video Coding at Ultra-Low Bitrates10 Jul 2025
- 2025Rethinking Generative Human Video Coding with Implicit Motion Transformation12 Jun 2025
- 2025Generative Models at the Frontier of Compression: A Survey on Generative Face Video Coding9 Jun 2025
- 2025Compressing Human Body Video with Interactive Semantics: A Generative Approach22 May 2025
- 2025Pleno-Generation: A Scalable Generative Face Video Compression Framework with Bandwidth Intelligence24 Feb 2025
12 newest of 18 All 18 (JSON)