# Semantic Image Translation on ImageNet (test)

Source: [Semantic Image Translation on ImageNet (test)](<https://www.sota2.com/research/sota/semantic-image-translation-on-imagenet-test>)

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

Data updated: 2026-02-27T07:05:20.697Z

Evaluation of Semantic Image Translation performance on the test split of the ImageNet dataset, measured using LPIPS, Accuracy, CSFID, and SFID 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 | Semantic Image Translation |
| Dataset (including any stated split) | ImageNet (test) |
| Metric | LPIPS |
| 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

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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-image-translation-on-imagenet-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| COPY | 0 | Not recorded | 68fa6bf31e209131cea3120f |
| ENCODE | 17.5 | Not recorded | 68fa6bf31e209131cea3120f |
| ManiGAN | 21.7 | Not recorded | 68fa6bf31e209131cea3120f |
| FlexIT | 24.7 | Not recorded | 68fa6bf31e209131cea3120f |
| StyleCLIP | 33.4 | Not recorded | 68fa6bf31e209131cea3120f |
| RETRIEVE | 72.4 | Not recorded | 68fa6bf31e209131cea3120f |

### COPY

LPIPS: 0. Result ID: 69a1421235dfcabb00e5d7b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

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

### ENCODE

LPIPS: 17.5. Result ID: 69a1421235dfcabb00e5d7b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

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

### ManiGAN

LPIPS: 21.7. Result ID: 69a1421235dfcabb00e5d7b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673e1e209131cea15268.md>)

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

### FlexIT

LPIPS: 24.7. Result ID: 69a1421235dfcabb00e5d7bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

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

### StyleCLIP

LPIPS: 33.4. Result ID: 69a1421235dfcabb00e5d7ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23537.md>)

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

### RETRIEVE

LPIPS: 72.4. Result ID: 69a1421235dfcabb00e5d7b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf31e209131cea3120f.md>)

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

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