# Image Editing on ImageNetR-Fake (test)

Source: [Image Editing on ImageNetR-Fake (test)](<https://www.sota2.com/research/sota/image-editing-on-imagenetr-fake-test>)

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

Data updated: 2026-02-26T06:04:50.167Z

Evaluation of image editing performance on the test split of the ImageNetR-Fake dataset, measured using fidelity metrics like LPIPS, PSNR, and SSIM.

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 Editing |
| Dataset (including any stated split) | ImageNetR-Fake (test) |
| Metric | Structural Distance |
| 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

- [Structural Distance](<https://www.sota2.com/research/sota/image-editing-on-imagenetr-fake-test.md?metric=Structural%20Distance>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/image-editing-on-imagenetr-fake-test.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

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

- [PSNR](<https://www.sota2.com/research/sota/image-editing-on-imagenetr-fake-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-editing-on-imagenetr-fake-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Structural Distance | Result date | Report paper |
| --- | --- | --- | --- |
| FMM | 44.3462 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |
| FPE | 44.6252 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |
| h-edit | 44.7574 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |
| PnP | 47.7441 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |
| Diffedit | 49.6192 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |
| TtfDf | 49.632 | Not recorded | 698d5ec1c97a0b3e3b5e3ed5 |

### FMM

Structural Distance: 44.3462. Result ID: 699715725698665ec4631d9f.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

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

### FPE

Structural Distance: 44.6252. Result ID: 699715725698665ec4631d9b.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Implementation](<https://github.com/alibaba/EasyNLP/tree/master/diffusion/FreePromptEditing>)

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

### h-edit

Structural Distance: 44.7574. Result ID: 699715725698665ec4631d9c.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773b1e209131cea71de5.md>)

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

### PnP

Structural Distance: 47.7441. Result ID: 699715725698665ec4631d9d.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

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

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

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

### Diffedit

Structural Distance: 49.6192. Result ID: 699715725698665ec4631d9e.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbe1e209131cea3bc66.md>)

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

### TtfDf

Structural Distance: 49.632. Result ID: 699715725698665ec4631d9a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ec1c97a0b3e3b5e3ed5.md>)

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

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