# Face Swapping Defense on CelebA-HQ (test) Source: [Face Swapping Defense on CelebA-HQ (test)]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:18:15.999Z Evaluation of defense mechanisms against face swapping attacks on the CelebA-HQ test set, focusing on image fidelity (SSIM, PSNR, LPIPS) and identity preservation (ATT\_id). 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 Defense | | Dataset (including any stated split) | CelebA-HQ (test) | | Metric | ArcFace Similarity | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 40 of 40 | | 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 - [ArcFace Similarity](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [ATT\_id](): Lower is better; unit: SCALAR. - [VGGFace Similarity](): Higher is better; unit: SCALAR. ## Recorded results | Method | ArcFace Similarity | Result date | Report paper | | --- | --- | --- | --- | | Initiative | 0.979 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.979 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.978 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.963 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.962 | Not recorded | 69eaf93055a3c32af89f8a5a | | Initiative | 0.96 | Not recorded | 69eaf93055a3c32af89f8a5a | | Initiative | 0.956 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.956 | Not recorded | 69eaf93055a3c32af89f8a5a | | Initiative | 0.955 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.955 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.954 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.954 | Not recorded | 69eaf93055a3c32af89f8a5a | | Initiative | 0.953 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.953 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.951 | Not recorded | 69eaf93055a3c32af89f8a5a | | Initiative | 0.932 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.932 | Not recorded | 69eaf93055a3c32af89f8a5a | | Anti-Forgery | 0.928 | Not recorded | 69eaf93055a3c32af89f8a5a | | CMUA | 0.919 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.91 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.91 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.876 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.835 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.625 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.602 | Not recorded | 69eaf93055a3c32af89f8a5a | | DF-RAP | 0.549 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.547 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.547 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.54 | Not recorded | 69eaf93055a3c32af89f8a5a | | ID-Eraser | 0.419 | Not recorded | 69eaf93055a3c32af89f8a5a | ### Initiative ArcFace Similarity: 0.979. Result ID: 69eb273447f34ce924d34c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"UniFace"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.979. Result ID: 69eb273447f34ce924d34cab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"UniFace"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.978. Result ID: 69eb273447f34ce924d34ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"UniFace"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.963. Result ID: 69eb273447f34ce924d34ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"BlendFace"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.962. Result ID: 69eb273447f34ce924d34caa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"BlendFace"}. This record does not assert independent reproduction. ### Initiative ArcFace Similarity: 0.96. Result ID: 69eb273447f34ce924d34c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"BlendFace"}. This record does not assert independent reproduction. ### Initiative ArcFace Similarity: 0.956. Result ID: 69eb273447f34ce924d34ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"Average"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.956. Result ID: 69eb273447f34ce924d34ca8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"InfoSwap"}. This record does not assert independent reproduction. ### Initiative ArcFace Similarity: 0.955. Result ID: 69eb273447f34ce924d34c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"SimSwap"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.955. Result ID: 69eb273447f34ce924d34ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"Average"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.954. Result ID: 69eb273447f34ce924d34ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"SimSwap"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.954. Result ID: 69eb273447f34ce924d34cac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"Average"}. This record does not assert independent reproduction. ### Initiative ArcFace Similarity: 0.953. Result ID: 69eb273447f34ce924d34c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"InfoSwap"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.953. Result ID: 69eb273447f34ce924d34ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"InfoSwap"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.951. Result ID: 69eb273447f34ce924d34ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"SimSwap"}. This record does not assert independent reproduction. ### Initiative ArcFace Similarity: 0.932. Result ID: 69eb273447f34ce924d34c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"E4S"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.932. Result ID: 69eb273447f34ce924d34cb1. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"UniFace"}. This record does not assert independent reproduction. ### Anti-Forgery ArcFace Similarity: 0.928. Result ID: 69eb273447f34ce924d34ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"E4S"}. This record does not assert independent reproduction. ### CMUA ArcFace Similarity: 0.919. Result ID: 69eb273447f34ce924d34ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"E4S"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.91. Result ID: 69eb273447f34ce924d34cae. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"InfoSwap"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.91. Result ID: 69eb273447f34ce924d34cb0. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"BlendFace"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.876. Result ID: 69eb273447f34ce924d34caf. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"E4S"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.835. Result ID: 69eb273447f34ce924d34cb2. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"Average"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.625. Result ID: 69eb273447f34ce924d34cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"E4S"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.602. Result ID: 69eb273447f34ce924d34cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"BlendFace"}. This record does not assert independent reproduction. ### DF-RAP ArcFace Similarity: 0.549. Result ID: 69eb273447f34ce924d34cad. [Reporting paper]() Recorded evaluation configuration: {"Face Swapping Model":"SimSwap"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.547. Result ID: 69eb273447f34ce924d34cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"UniFace"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.547. Result ID: 69eb273447f34ce924d34cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"Average"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.54. Result ID: 69eb273447f34ce924d34cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"InfoSwap"}. This record does not assert independent reproduction. ### ID-Eraser ArcFace Similarity: 0.419. Result ID: 69eb273447f34ce924d34cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Face Swapping Model":"SimSwap"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.