# Image-to-Image Translation on ImageNet-291 (Bird -\> Dog) (test)

Source: [Image-to-Image Translation on ImageNet-291 (Bird -\> Dog) (test)](<https://www.sota2.com/research/sota/image-to-image-translation-on-imagenet-291-bird-dog-test>)

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

Data updated: 2026-02-26T05:44:16.755Z

Evaluation of Image-to-Image Translation performance on the test split of the ImageNet-291 (Bird -\> Dog) subset, measured using FID and Diversity metrics.

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) | ImageNet-291 (Bird -\> Dog) (test) |
| Metric | FID |
| 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

- [FID](<https://www.sota2.com/research/sota/image-to-image-translation-on-imagenet-291-bird-dog-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [Diversity](<https://www.sota2.com/research/sota/image-to-image-translation-on-imagenet-291-bird-dog-test.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| GP-UNIT | 11.29 | Not recorded | 68fa6c431e209131cea3315d |
| StarGAN2 | 20.54 | Not recorded | 68fa6c431e209131cea3315d |
| COCO-FUNIT | 30.27 | Not recorded | 68fa6c431e209131cea3315d |
| TraVeLGAN | 169.98 | Not recorded | 68fa6c431e209131cea3315d |
| U-GAT-IT | 178.23 | Not recorded | 68fa6c431e209131cea3315d |
| MUNIT | 217.68 | Not recorded | 68fa6c431e209131cea3315d |

### GP-UNIT

FID: 11.29. Result ID: 698efcd23a6c314849f44c25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Implementation](<https://github.com/williamyang1991/GP-UNIT>)

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

### StarGAN2

FID: 20.54. Result ID: 698efcd23a6c314849f44c24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.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.

### COCO-FUNIT

FID: 30.27. Result ID: 698efcd23a6c314849f44c23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68081e209131cea19ab3.md>)

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

### TraVeLGAN

FID: 169.98. Result ID: 698efcd23a6c314849f44c20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65671e209131cea0a0bc.md>)

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

### U-GAT-IT

FID: 178.23. Result ID: 698efcd23a6c314849f44c21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.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.

### MUNIT

FID: 217.68. Result ID: 698efcd23a6c314849f44c22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.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.

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