AlphaFace: High Fidelity and Real-time Face Swapper Robust to Facial Pose
Not on the map. Why?
Abstract (arXiv)
Existing face-swapping methods often deliver competitive results in constrained settings but exhibit substantial quality degradation when handling extreme facial poses. To improve facial pose robustness, explicit geometric features are applied, but this approach remains problematic since it introduces additional dependencies and increases computational cost. Diffusion-based methods have achieved remarkable results; however, they are impractical for real-time processing. We introduce AlphaFace, which leverages an open-source vision-language model and CLIP image and text embeddings to apply novel visual and textual semantic contrastive losses. AlphaFace enables stronger identity representation and more precise attribute preservation, all while maintaining real-time performance. Comprehensive experiments across FF++, MPIE, and LPFF demonstrate that AlphaFace surpasses state-of-the-art methods in pose-challenging cases. The project is publicly available on `https://github.com/andrewyu90/Alphaface_Official.git'.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 25 of its 42 references that are in the map. First posted on arXiv 23 Jan 2026.
Builds on
25 of 42 references.
References · 25
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
- 2014Deep Learning Face Attributes in the Wildcited by 3,693
- 2017Progressive Growing of GANs for Improved Quality, Stability, and Variationcited by 2,988
- 2023InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Taskscited by 2,565
- 2017Arbitrary Style Transfer in Real-time with Adaptive Instance Normalizationcited by 2,010
- 2019FaceForensics++: Learning to Detect Manipulated Facial Imagescited by 1,101
- 2017VGGFace2: A dataset for recognising faces across pose and agecited by 914
- 2018BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentationcited by 645
- 2017How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)cited by 525
- 2019FSGAN: Subject Agnostic Face Swapping and Reenactmentcited by 320
- 2021SimSwap: An Efficient Framework For High Fidelity Face Swappingcited by 243
- 2019FaceShifter: Towards High Fidelity And Occlusion Aware Face Swappingcited by 221
13 more
- 2020DeepFaceLab: Integrated, flexible and extensible face-swapping frameworkcited by 131
- 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
- 2023BlendFace: Re-designing Identity Encoders for Face-Swappingcited by 66
- 2022High-resolution Face Swapping via Latent Semantics Disentanglementcited by 57
- 2022Region-Aware Face Swappingcited by 45
- 2021YOLO5Face: Why Reinventing a Face Detectorcited by 44
- 2022FaceDancer: Pose- and Occlusion-Aware High Fidelity Face Swappingcited by 44
- 2024Realistic and Efficient Face Swapping: A Unified Approach with Diffusion Modelscited by 36
- 2023LPFF: A Portrait Dataset for Face Generators Across Large Posescited by 22
- 2022Learning Disentangled Representation for One-shot Progressive Face Swappingcited by 12
- 2023Face Transformer: Towards High Fidelity and Accurate Face Swappingcited by 11
Built on by
Citing papers per year: 2026: 1.
1 paper.
- 2026Helios: Real Real-Time Long Video Generation Modelcited by 65
- 2026Helios: Real Real-Time Long Video Generation Model4 Mar 2026
Similar, not cited
Close in wording, no citation either way
- 2025DynamicFace: High-Quality and Consistent Face Swapping for Image and Video using Composable 3D Facial Priors
- 2025High-Fidelity Diffusion Face Swapping with ID-Constrained Facial Conditioning
- 2026Towards High Fidelity Face Swapping: A Comprehensive Survey and New Benchmark
- 2024VividFace: A Diffusion-Based Hybrid Framework for High-Fidelity Video Face Swapping
- 2026APPLE: Attribute-Preserving Pseudo-Labeling for Diffusion-Based Face Swapping
- 2025LaTo: Landmark-tokenized Diffusion Transformer for Fine-grained Human Face Editing
- 2025InstaFace: Identity-Preserving Facial Editing with Single Image Inference
- 2024Face Adapter for Pre-Trained Diffusion Models with Fine-Grained ID and Attribute Control