DynamicFace: High-Quality and Consistent Face Swapping for Image and Video using Composable 3D Facial Priors
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Abstract (arXiv)
Face swapping transfers the identity of a source face to a target face while retaining the attributes like expression, pose, hair, and background of the target face. Advanced face swapping methods have achieved attractive results. However, these methods often inadvertently transfer identity information from the target face, compromising expression-related details and accurate identity. We propose a novel method DynamicFace that leverages the power of diffusion models and plug-and-play adaptive attention layers for image and video face swapping. First, we introduce four fine-grained facial conditions using 3D facial priors. All conditions are designed to be disentangled from each other for precise and unique control. Then, we adopt Face Former and ReferenceNet for high-level and detailed identity injection. Through experiments on the FF++ dataset, we demonstrate that our method achieves state-of-the-art results in face swapping, showcasing superior image quality, identity preservation, and expression accuracy. Our framework seamlessly adapts to both image and video domains. Our code and results will be available on the project page: https://dynamic-face.github.io/
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). Builds on 28 of its 37 references that are in the map. First posted on arXiv 15 Jan 2025.
Builds on
28 of 37 references.
References · 28
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- 2023MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editingcited by 722
16 more
- 2023Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animationcited by 683
- 2018BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentationcited by 645
- 2024InstantID: Zero-shot Identity-Preserving Generation in Secondscited by 431
- 2019FSGAN: Subject Agnostic Face Swapping and Reenactmentcited by 319
- 2024Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidancecited by 271
- 2021SimSwap: An Efficient Framework For High Fidelity Face Swappingcited by 243
- 2022VFHQ: A High-Quality Dataset and Benchmark for Video Face Super-Resolutioncited by 174
- 2024ID-Animator: Zero-Shot Identity-Preserving Human Video Generationcited by 122
- 2021One Shot Face Swapping on Megapixelscited by 105
- 2021HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swappingcited by 92
- 2022DiffFace: Diffusion-based Face Swapping with Facial Guidancecited by 77
- 2020Blind Video Temporal Consistency via Deep Video Priorcited by 76
- 2024Face Adapter for Pre-Trained Diffusion Models with Fine-Grained ID and Attribute Controlcited by 66
- 20233D Face Reconstruction with the Geometric Guidance of Facial Part Segmentationcited by 38
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Built on by
Citing papers per year: 2025: 4; 2026: 6.
10 papers.
- 2026FireRed-Image-Edit-1.0 Technical Reportcited by 31
- 2025Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoningcited by 23
- 2026DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generationcited by 19
- 2025DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editabilitycited by 10
- 2025Active Intelligence in Video Avatars via Closed-loop World Modelingcited by 2
- 2026Why Fake ? Unveiling the Semantic Vocabulary of Deepfake Detectorscited by 1
- 2026Detecting AI-Generated Video: A Vision-Language Dual-View Surveycited by 1
- 2025A Controllable 3D Deepfake Generation Framework with Gaussian Splattingcited by 0
- 2026GaussianSwap: Animatable Video Face Swapping with 3D Gaussian Splattingcited by 0
- 2026Can Tainted Pixels Expose Deepfake Videos?cited by 0
- 2026Can Tainted Pixels Expose Deepfake Videos?26 Aug 2026
- 2026Detecting AI-Generated Video: A Vision-Language Dual-View Survey12 Jul 2026
- 2026Why Fake ? Unveiling the Semantic Vocabulary of Deepfake Detectors8 Jul 2026
- 2026FireRed-Image-Edit-1.0 Technical Report12 Feb 2026
- 2026DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generation12 Feb 2026
- 2026GaussianSwap: Animatable Video Face Swapping with 3D Gaussian Splatting9 Jan 2026
- 2025Active Intelligence in Video Avatars via Closed-loop World Modeling23 Dec 2025
- 2025A Controllable 3D Deepfake Generation Framework with Gaussian Splatting15 Sep 2025
- 2025Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning28 Aug 2025
- 2025DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editability9 Mar 2025
Similar, not cited
Close in wording, no citation either way
- 2025High-Fidelity Diffusion Face Swapping with ID-Constrained Facial Conditioning
- 2024VividFace: A Diffusion-Based Hybrid Framework for High-Fidelity Video Face Swapping
- 2026VFace: A Training-Free Approach for Diffusion-Based Video Face Swapping
- 2024Realistic and Efficient Face Swapping: A Unified Approach with Diffusion Models
- 2025Controllable and Expressive One-Shot Video Head Swapping
- 2024HiFiVFS: High Fidelity Video Face Swapping
- 2026DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer
- 2025IP-FaceDiff: Identity-Preserving Facial Video Editing with Diffusion