# Image-to-Image Translation on vangogh2photo (KID, std)

Source: [Image-to-Image Translation on vangogh2photo (KID, std)](<https://www.sota2.com/research/sota/image-to-image-translation-on-vangogh2photo-kid-std>)

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

Data updated: 2026-02-26T05:47:42.423Z

Evaluation of Image-to-Image Translation performance on the vangogh2photo dataset, measured using KID and standard deviation.

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) | vangogh2photo |
| Metric | KID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [KID](<https://www.sota2.com/research/sota/image-to-image-translation-on-vangogh2photo-kid-std.md?metric=KID>): Lower is better; unit: SCALAR.

- [Std Dev (KID)](<https://www.sota2.com/research/sota/image-to-image-translation-on-vangogh2photo-kid-std.md?metric=Std%20Dev%20(KID)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | KID | Result date | Report paper |
| --- | --- | --- | --- |
| CycleGAN | 4.68 | Not recorded | 68fa67521e209131cea156ff |
| U-GAT-IT | 5.61 | Not recorded | 68fa67521e209131cea156ff |
| AGGAN | 5.85 | Not recorded | 68fa67521e209131cea156ff |
| DRIT | 7.72 | Not recorded | 68fa67521e209131cea156ff |
| MUNIT | 9.53 | Not recorded | 68fa67521e209131cea156ff |
| UNIT | 9.72 | Not recorded | 68fa67521e209131cea156ff |

### CycleGAN

KID: 4.68. Result ID: 698d2a5c8b517eb4331f7dce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1ac7a.md>)

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

### U-GAT-IT

KID: 5.61. Result ID: 698d2a5c8b517eb4331f7dcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Implementation](<https://github.com/taki0112/UGATIT>)

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

### AGGAN

KID: 5.85. Result ID: 698d2a5c8b517eb4331f7dd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65181e209131cea083fa.md>)

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

### DRIT

KID: 7.72. Result ID: 698d2a5c8b517eb4331f7dd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64aa1e209131cea05f9e.md>)

[Implementation](<https://github.com/HsinYingLee/DRIT/>)

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

### MUNIT

KID: 9.53. Result ID: 698d2a5c8b517eb4331f7dd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

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

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

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

### UNIT

KID: 9.72. Result ID: 698d2a5c8b517eb4331f7dcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64991e209131cea05654.md>)

[Implementation](<https://github.com/mingyuliutw/unit>)

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

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