# Face Swapping on FFHQ Source: [Face Swapping on FFHQ]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:25:23.357Z Evaluation of Face Swapping performance on the FFHQ dataset, utilizing metrics for identity preservation (ID retrieval), pose consistency, expression fidelity, and perceptual quality (FID). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Face Swapping | | Dataset (including any stated split) | FFHQ | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 41 of 41 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [FID](): Lower is better; unit: SCALAR. - [ID Retrieval Top-1](): Higher is better; unit: PERCENT. - [ID Retrieval Top-5](): Higher is better; unit: PERCENT. - [Pose Error](): Lower is better; unit: SCALAR. - [Expression Error](): Lower is better; unit: SCALAR. - [ID Similarity](): Higher is better; unit: PERCENT. - [Identity Preservation](): Higher is better; unit: PERCENT. - [Attribute Consistency](): Higher is better; unit: PERCENT. - [Fidelity](): Higher is better; unit: PERCENT. - [SSIM](): Higher is better; unit: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Ours | 3.61 | Not recorded | 68fa77b51e209131cea74e13 | | FaceDancer | 3.8 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | InfoSwap | 4.26 | Not recorded | 68fa77b51e209131cea74e13 | | VFace | 4.29 | Not recorded | 698abc03c97a0b3e3b5de31d | | CSCS-O | 4.55 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | InfoSwap | 5 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | REFace | 5.53 | Not recorded | 698abc03c97a0b3e3b5de31d | | REFace | 5.62 | Not recorded | 68fa77b51e209131cea74e13 | | DiffSwap | 5.8 | Not recorded | 68fa77b51e209131cea74e13 | | DiffSwap | 5.8 | Not recorded | 69f03f7e55a3c32af89fa59e | | CSCS-O | 5.98 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | DiffSwap | 6.84 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | REFace | 7.22 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | DiffSwap | 8.58 | Not recorded | 698abc03c97a0b3e3b5de31d | | DiffFace | 8.59 | Not recorded | 698abc03c97a0b3e3b5de31d | | DiffFace | 8.59 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | DiffFace | 8.82 | Not recorded | 68fa77b51e209131cea74e13 | | DiffFace | 8.82 | Not recorded | 69f03f7e55a3c32af89fa59e | | CSCS | 11 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | HifiFace | 11.58 | Not recorded | 698abc03c97a0b3e3b5de31d | | CA-IDD | 11.73 | Not recorded | 69f03f7e55a3c32af89fa59e | | HiFiFace | 11.81 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | MegaFS | 12 | Not recorded | 698abc03c97a0b3e3b5de31d | | MegaFS | 12 | Not recorded | 69f03f7e55a3c32af89fa59e | | E4S | 12.13 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | E4S | 12.22 | Not recorded | 68fa77b51e209131cea74e13 | | E4S | 12.22 | Not recorded | 69f03f7e55a3c32af89fa59e | | E4S | 12.38 | Not recorded | 698abc03c97a0b3e3b5de31d | | FaceShifter | 12.5 | Not recorded | 69f03f7e55a3c32af89fa59e | | MegaFS | 12.83 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | FaceAdapter | 13.03 | Not recorded | 6971af3ce25ad2fa9d1edc48 | | SimSwap | 13.74 | Not recorded | 68fa77b51e209131cea74e13 | | Simswap | 13.74 | Not recorded | 69f03f7e55a3c32af89fa59e | | SimSwap | 13.8 | Not recorded | 698abc03c97a0b3e3b5de31d | | SimSwap | 18.54 | Not recorded | 6971af3ce25ad2fa9d1edc48 | ### Ours FID: 3.61. Result ID: 69bbb6ab47f34ce924a598bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Category":"Diffusion-based"}. This record does not assert independent reproduction. ### FaceDancer FID: 3.8. Result ID: 69979cb55698665ec4f295c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfoSwap FID: 4.26. Result ID: 69bbb6ab47f34ce924a598bb. [Reporting paper]() Recorded evaluation configuration: {"Architecture Category":"GAN-based"}. This record does not assert independent reproduction. ### VFace FID: 4.29. Result ID: 69972c0a5698665ec47adfec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSCS-O FID: 4.55. Result ID: 69979cb55698665ec4f295d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LPIPS loss":true,"trained\_with":"APPLE pseudo-triplets"}. This record does not assert independent reproduction. ### InfoSwap FID: 5. Result ID: 69979cb55698665ec4f295cb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REFace FID: 5.53. Result ID: 69972c0a5698665ec47adfeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REFace FID: 5.62. Result ID: 69bbb6ab47f34ce924a598be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Category":"Diffusion-based"}. This record does not assert independent reproduction. ### DiffSwap FID: 5.8. Result ID: 69bbb6ab47f34ce924a598bd. [Reporting paper]() Recorded evaluation configuration: {"Architecture Category":"Diffusion-based"}. This record does not assert independent reproduction. ### DiffSwap FID: 5.8. Result ID: 69f08aff47f34ce924d72880. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Diffusion (3D-aware masked diffusion)","Conditioning Signals":"ID embedding, 3D geometry, Masked diffusion control"}. This record does not assert independent reproduction. ### CSCS-O FID: 5.98. Result ID: 69979cb55698665ec4f295d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LPIPS loss":false,"trained\_with":"APPLE pseudo-triplets"}. This record does not assert independent reproduction. ### DiffSwap FID: 6.84. Result ID: 69979cb55698665ec4f295cd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REFace FID: 7.22. Result ID: 69979cb55698665ec4f295d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffSwap FID: 8.58. Result ID: 69972c0a5698665ec47adfea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffFace FID: 8.59. Result ID: 69972c0a5698665ec47adfe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffFace FID: 8.59. Result ID: 69979cb55698665ec4f295ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffFace FID: 8.82. Result ID: 69bbb6ab47f34ce924a598bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Category":"Diffusion-based"}. This record does not assert independent reproduction. ### DiffFace FID: 8.82. Result ID: 69f08aff47f34ce924d7287e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Diffusion (ID-conditional DDPM)","Conditioning Signals":"ID embedding, Parsing, Gaze"}. This record does not assert independent reproduction. ### CSCS FID: 11. Result ID: 69979cb55698665ec4f295d1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HifiFace FID: 11.58. Result ID: 69972c0a5698665ec47adfe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CA-IDD FID: 11.73. Result ID: 69f08aff47f34ce924d72881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Diffusion (Multi-scale cross-attention)","Conditioning Signals":"ID embedding, Parsing, Gaze"}. This record does not assert independent reproduction. ### HiFiFace FID: 11.81. Result ID: 69979cb55698665ec4f295ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MegaFS FID: 12. Result ID: 69972c0a5698665ec47adfe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MegaFS FID: 12. Result ID: 69f08aff47f34ce924d7287c. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"GAN (StyleGAN latent editing)","Conditioning Signals":"ID embedding, StyleGAN latent modulation"}. This record does not assert independent reproduction. ### E4S FID: 12.13. Result ID: 69979cb55698665ec4f295cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E4S FID: 12.22. Result ID: 69bbb6ab47f34ce924a598ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture Category":"GAN-based"}. This record does not assert independent reproduction. ### E4S FID: 12.22. Result ID: 69f08aff47f34ce924d7287f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"GAN (Expression-aware editing)","Conditioning Signals":"StyleGAN-based latent modulation"}. This record does not assert independent reproduction. ### E4S FID: 12.38. Result ID: 69972c0a5698665ec47adfe8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FaceShifter FID: 12.5. Result ID: 69f08aff47f34ce924d7287b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"GAN (Two-stage encoder–decoder)","Conditioning Signals":"ID embedding, Geometry features, occlusion attention"}. This record does not assert independent reproduction. ### MegaFS FID: 12.83. Result ID: 69979cb55698665ec4f295c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FaceAdapter FID: 13.03. Result ID: 69979cb55698665ec4f295cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimSwap FID: 13.74. Result ID: 69bbb6ab47f34ce924a598b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture Category":"GAN-based"}. This record does not assert independent reproduction. ### Simswap FID: 13.74. Result ID: 69f08aff47f34ce924d7287d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"GAN (Feature-injection)","Conditioning Signals":"ID embedding, Feature injection"}. This record does not assert independent reproduction. ### SimSwap FID: 13.8. Result ID: 69972c0a5698665ec47adfe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimSwap FID: 18.54. Result ID: 69979cb55698665ec4f295c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.