# Face Swapping on CelebA (test)

Source: [Face Swapping on CelebA (test)](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:44:35.393Z

Evaluation of Face Swapping models on the test split of the CelebA dataset, reporting metrics related to identity preservation, pose, and expression transfer.

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) | CelebA (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [ID Retrieval Top-1 Acc](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md?metric=ID%20Retrieval%20Top-1%20Acc>): Higher is better; unit: PERCENT.

- [ID Retrieval Top-5 Acc](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md?metric=ID%20Retrieval%20Top-5%20Acc>): Higher is better; unit: PERCENT.

- [Pose Error](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md?metric=Pose%20Error>): Lower is better; unit: SCALAR.

- [Expression Error](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md?metric=Expression%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| VFace | 5.42 | Not recorded | 698abc03c97a0b3e3b5de31d |
| REFace | 6.09 | Not recorded | 698abc03c97a0b3e3b5de31d |
| DiffSwap | 9.16 | Not recorded | 698abc03c97a0b3e3b5de31d |
| DiffFace | 10.29 | Not recorded | 698abc03c97a0b3e3b5de31d |
| SimSwap | 10.7 | Not recorded | 698abc03c97a0b3e3b5de31d |
| HifiFace | 12.68 | Not recorded | 698abc03c97a0b3e3b5de31d |
| E4S | 14.58 | Not recorded | 698abc03c97a0b3e3b5de31d |
| MegaFS | 20.3 | Not recorded | 698abc03c97a0b3e3b5de31d |

### VFace

FID: 5.42. Result ID: 69972c0a5698665ec47adfe4.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### REFace

FID: 6.09. Result ID: 69972c0a5698665ec47adfe3.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74cb1e209131cea63e0d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiffSwap

FID: 9.16. Result ID: 69972c0a5698665ec47adfe2.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiffFace

FID: 10.29. Result ID: 69972c0a5698665ec47adfe1.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e491e209131cea3efae.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SimSwap

FID: 10.7. Result ID: 69972c0a5698665ec47adfdf.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea26278.md>)

[Implementation](<https://github.com/neuralchen/SimSwap>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HifiFace

FID: 12.68. Result ID: 69972c0a5698665ec47adfde.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a381e209131cea26adb.md>)

[Implementation](<https://johann.wang/HifiFace>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### E4S

FID: 14.58. Result ID: 69972c0a5698665ec47adfe0.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4245b.md>)

[Implementation](<https://e4s2022.github.io/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MegaFS

FID: 20.3. Result ID: 69972c0a5698665ec47adfdd.

[Reporting paper](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f25.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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