# Text-guided Image-to-Image Translation on ImageNet-R TI2I modified

Source: [Text-guided Image-to-Image Translation on ImageNet-R TI2I modified](<https://www.sota2.com/research/sota/text-guided-image-to-image-translation-on-imagenet-r-ti2i-modified>)

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

Data updated: 2026-02-26T05:38:32.224Z

Evaluation of Text-guided Image-to-Image Translation performance on the ImageNet-R TI2I modified dataset, assessed using CLIP similarity, LPIPS, 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 | Text-guided Image-to-Image Translation |
| Dataset (including any stated split) | ImageNet-R TI2I modified |
| Metric | CLIP Similarity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [CLIP Similarity](<https://www.sota2.com/research/sota/text-guided-image-to-image-translation-on-imagenet-r-ti2i-modified.md?metric=CLIP%20Similarity>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/text-guided-image-to-image-translation-on-imagenet-r-ti2i-modified.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Diversity](<https://www.sota2.com/research/sota/text-guided-image-to-image-translation-on-imagenet-r-ti2i-modified.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| Edit-friendly DDPM inversion | 32 | Not recorded | 68fa72ce1e209131cea589a8 |
| DDIM inv. | 31 | Not recorded | 68fa72ce1e209131cea589a8 |
| DDIM inv. | 31 | Not recorded | 68fa72ce1e209131cea589a8 |
| P2P + Edit-friendly DDPM inversion | 31 | Not recorded | 68fa72ce1e209131cea589a8 |
| PnP | 31 | Not recorded | 68fa72ce1e209131cea589a8 |
| P2P | 30 | Not recorded | 68fa72ce1e209131cea589a8 |
| CycleDiffusion | 30 | Not recorded | 68fa72ce1e209131cea589a8 |
| CycleDiffusion | 30 | Not recorded | 68fa72ce1e209131cea589a8 |
| EDICT | 29 | Not recorded | 68fa72ce1e209131cea589a8 |
| null-text inversion | 29 | Not recorded | 68fa72ce1e209131cea589a8 |

### Edit-friendly DDPM inversion

CLIP Similarity: 32. Result ID: 69927c733a6c3148490f4a5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

Recorded evaluation configuration: {"Time":36}. This record does not assert independent reproduction.

### DDIM inv.

CLIP Similarity: 31. Result ID: 69927c733a6c3148490f4a51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a7fe.md>)

Recorded evaluation configuration: {"T":100,"Time":39}. This record does not assert independent reproduction.

### DDIM inv.

CLIP Similarity: 31. Result ID: 69927c733a6c3148490f4a52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a7fe.md>)

Recorded evaluation configuration: {"T":50,"Time":39}. This record does not assert independent reproduction.

### P2P + Edit-friendly DDPM inversion

CLIP Similarity: 31. Result ID: 69927c733a6c3148490f4a54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

Recorded evaluation configuration: {"Time":48}. This record does not assert independent reproduction.

### PnP

CLIP Similarity: 31. Result ID: 69927c733a6c3148490f4a55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfe1e209131cea3d3e5.md>)

[Implementation](<https://pnp-diffusion.github.io/>)

Recorded evaluation configuration: {"Time":206}. This record does not assert independent reproduction.

### P2P

CLIP Similarity: 30. Result ID: 69927c733a6c3148490f4a53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d2d1e209131cea3819a.md>)

Recorded evaluation configuration: {"Time":40}. This record does not assert independent reproduction.

### CycleDiffusion

CLIP Similarity: 30. Result ID: 69927c733a6c3148490f4a58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

Recorded evaluation configuration: {"η":0.1,"Time":36}. This record does not assert independent reproduction.

### CycleDiffusion

CLIP Similarity: 30. Result ID: 69927c733a6c3148490f4a59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

Recorded evaluation configuration: {"η":1,"Time":36}. This record does not assert independent reproduction.

### EDICT

CLIP Similarity: 29. Result ID: 69927c733a6c3148490f4a56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e94f.md>)

[Implementation](<https://github.com/salesforce/EDICT>)

Recorded evaluation configuration: {"Time":520}. This record does not assert independent reproduction.

### null-text inversion

CLIP Similarity: 29. Result ID: 69927c733a6c3148490f4a57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea589a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d583.md>)

[Implementation](<https://null-text-inversion.github.io/>)

Recorded evaluation configuration: {"Time":160}. This record does not assert independent reproduction.

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