# Image-to-Image Translation on CelebA-HQ

Source: [Image-to-Image Translation on CelebA-HQ](<https://www.sota2.com/research/sota/image-to-image-translation-on-celeba-hq>)

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

Data updated: 2026-05-19T11:39:49.792Z

Evaluation of Image-to-Image Translation models on the CelebA-HQ dataset, typically assessed using Fréchet Inception Distance (FID) and Sampled Wasserstein Distance (SWD).

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 | Image-to-Image Translation |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 32 of 32 |
| 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/image-to-image-translation-on-celeba-hq.md?metric=FID>): Lower is better; unit: SCALAR.

- [SWD](<https://www.sota2.com/research/sota/image-to-image-translation-on-celeba-hq.md?metric=SWD>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-to-image-translation-on-celeba-hq.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [D](<https://www.sota2.com/research/sota/image-to-image-translation-on-celeba-hq.md?metric=D>): Lower is better; unit: SCALAR.

- [C](<https://www.sota2.com/research/sota/image-to-image-translation-on-celeba-hq.md?metric=C>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| MCL-Net | 12.52 | Not recorded | 68fa6c311e209131cea32bde |
| CoCosNet v2 | 12.85 | Not recorded | 68fa6c311e209131cea32bde |
| CSDI-GAN | 12.9 | Not recorded | 6a0beef0dbc836b87d82c8f5 |
| UNITE | 13.15 | Not recorded | 68fa6a3d1e209131cea26e85 |
| UNITE | 13.15 | Not recorded | 68fa6c311e209131cea32bde |
| CoCosNet | 14.3 | Not recorded | 68fa675c1e209131cea15d59 |
| CoCosNet | 14.3 | Not recorded | 68fa6a3d1e209131cea26e85 |
| CoCosNet | 14.3 | Not recorded | 68fa6c311e209131cea32bde |
| StarGANv2 | 14.3 | Not recorded | 6a0beef0dbc836b87d82c8f5 |
| SEAN | 18.88 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SEAN | 18.88 | Not recorded | 68fa6c311e209131cea32bde |
| I-StyleGAN | 19.7 | Not recorded | 6a0beef0dbc836b87d82c8f5 |
| SMIS | 23.71 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SMIS | 23.71 | Not recorded | 68fa6c311e209131cea32bde |
| B.I. GAN | 24.6 | Not recorded | 6a0beef0dbc836b87d82c8f5 |
| LANIT | 27.96 | Not recorded | 68fa6f291e209131cea44292 |
| EGSC-IT | 29.5 | Not recorded | 68fa675c1e209131cea15d59 |
| SPADE | 31.5 | Not recorded | 68fa675c1e209131cea15d59 |
| SPADE | 31.5 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SPADE | 31.5 | Not recorded | 68fa6c311e209131cea32bde |
| StarGAN2 | 32.16 | Not recorded | 68fa6f291e209131cea44292 |
| SelectionGAN | 34.67 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SelectionGAN | 34.67 | Not recorded | 68fa6c311e209131cea32bde |
| Smoothing | 35.93 | Not recorded | 68fa6f291e209131cea44292 |
| Kim et al. | 41.33 | Not recorded | 68fa6f291e209131cea44292 |
| Pix2pixHD | 42.7 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixHD | 42.7 | Not recorded | 68fa6c311e209131cea32bde |
| StarGAN v2 | 48.63 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixSC | 49.39 | Not recorded | 68fa6a3d1e209131cea26e85 |
| MUNIT | 56.8 | Not recorded | 68fa675c1e209131cea15d59 |
| TUNIT | 61.29 | Not recorded | 68fa6f291e209131cea44292 |
| Pix2pixHD | 62.7 | Not recorded | 68fa675c1e209131cea15d59 |

### MCL-Net

FID: 12.52. Result ID: 698ef1843a6c314849f3bdbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

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

### CoCosNet v2

FID: 12.85. Result ID: 698ef1843a6c314849f3bdbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69991e209131cea22f19.md>)

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

### CSDI-GAN

FID: 12.9. Result ID: 6a0c4c01fbc373592c036ed0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8f5.md>)

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

### UNITE

FID: 13.15. Result ID: 698e21dfffc3901de09b0e39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

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

### UNITE

FID: 13.15. Result ID: 698ef1843a6c314849f3bdb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

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

### CoCosNet

FID: 14.3. Result ID: 698d30ad8b517eb4331fac5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### CoCosNet

FID: 14.3. Result ID: 698e21dfffc3901de09b0e38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

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

### CoCosNet

FID: 14.3. Result ID: 698ef1843a6c314849f3bdba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

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

### StarGANv2

FID: 14.3. Result ID: 6a0c4c01fbc373592c036ecd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

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

### SEAN

FID: 18.88. Result ID: 698e21dfffc3901de09b0e37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682c1e209131cea1a882.md>)

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

### SEAN

FID: 18.88. Result ID: 698ef1843a6c314849f3bdb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682c1e209131cea1a882.md>)

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

### I-StyleGAN

FID: 19.7. Result ID: 6a0c4c01fbc373592c036ece.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8f5.md>)

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

### SMIS

FID: 23.71. Result ID: 698e21dfffc3901de09b0e36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159e4.md>)

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

### SMIS

FID: 23.71. Result ID: 698ef1843a6c314849f3bdb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159e4.md>)

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

### B.I. GAN

FID: 24.6. Result ID: 6a0c4c01fbc373592c036ecf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea71fbe.md>)

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

### LANIT

FID: 27.96. Result ID: 6990a9813a6c314849023e27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Implementation](<https://www.sota2.com/github.com/KU-CVLAB/LANIT>)

Recorded evaluation configuration: {"Supervision":"textual domain descriptions"}. This record does not assert independent reproduction.

### EGSC-IT

FID: 29.5. Result ID: 698d30ad8b517eb4331fac5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65851e209131cea0ac94.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### SPADE

FID: 31.5. Result ID: 698d30ad8b517eb4331fac58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### SPADE

FID: 31.5. Result ID: 698e21dfffc3901de09b0e34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

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

### SPADE

FID: 31.5. Result ID: 698ef1843a6c314849f3bdb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

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

### StarGAN2

FID: 32.16. Result ID: 6990a9813a6c314849023e23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

Recorded evaluation configuration: {"Supervision":"supervised"}. This record does not assert independent reproduction.

### SelectionGAN

FID: 34.67. Result ID: 698e21dfffc3901de09b0e35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659f1e209131cea0b546.md>)

[Implementation](<https://github.com/Ha0Tang/SelectionGAN>)

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

### SelectionGAN

FID: 34.67. Result ID: 698ef1843a6c314849f3bdb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659f1e209131cea0b546.md>)

[Implementation](<https://github.com/Ha0Tang/SelectionGAN>)

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

### Smoothing

FID: 35.93. Result ID: 6990a9813a6c314849023e24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a261e209131cea265f4.md>)

Recorded evaluation configuration: {"Supervision":"supervised"}. This record does not assert independent reproduction.

### Kim et al.

FID: 41.33. Result ID: 6990a9813a6c314849023e26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea3210e.md>)

Recorded evaluation configuration: {"Supervision":"unsupervised"}. This record does not assert independent reproduction.

### Pix2pixHD

FID: 42.7. Result ID: 698e21dfffc3901de09b0e31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### Pix2pixHD

FID: 42.7. Result ID: 698ef1843a6c314849f3bdb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### StarGAN v2

FID: 48.63. Result ID: 698e21dfffc3901de09b0e33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

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

### Pix2pixSC

FID: 49.39. Result ID: 698e21dfffc3901de09b0e32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f31e209131cea0d56c.md>)

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

### MUNIT

FID: 56.8. Result ID: 698d30ad8b517eb4331fac59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c01e209131cea06469.md>)

[Implementation](<https://github.com/nvlabs/MUNIT>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### TUNIT

FID: 61.29. Result ID: 6990a9813a6c314849023e25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29284.md>)

Recorded evaluation configuration: {"Supervision":"unsupervised"}. This record does not assert independent reproduction.

### Pix2pixHD

FID: 62.7. Result ID: 698d30ad8b517eb4331fac57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.