# Image Editing on GEdit-Bench EN (SC, PQ, Overall)

Source: [Image Editing on GEdit-Bench EN (SC, PQ, Overall)](<https://www.sota2.com/research/sota/image-editing-on-gedit-bench-en-sc-pq-overall>)

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

Data updated: 2026-07-07T08:38:47.004Z

Evaluation of image editing performance on the GEdit-Bench English dataset, specifically reporting SC, PQ, and Overall scores.

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) | GEdit-Bench EN |
| Metric | SC Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [SC Score](<https://www.sota2.com/research/sota/image-editing-on-gedit-bench-en-sc-pq-overall.md?metric=SC%20Score>): Higher is better; unit: SCALAR.

- [PQ Score](<https://www.sota2.com/research/sota/image-editing-on-gedit-bench-en-sc-pq-overall.md?metric=PQ%20Score>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/image-editing-on-gedit-bench-en-sc-pq-overall.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SC Score | Result date | Report paper |
| --- | --- | --- | --- |
| BAGEL-RECA | 8.24 | Not recorded | 68fa7b601e209131cea88021 |
| BAGEL-NHR | 8.04 | Not recorded | 68fa7b601e209131cea88021 |
| BAGEL | 7.96 | Not recorded | 68fa7b601e209131cea88021 |
| GPT-4o-Image | 7.85 | Not recorded | 68fa7b601e209131cea88021 |
| GPT-4o | 7.85 | Not recorded | 68fa7c691e209131cea8defd |
| BAGEL | 7.36 | Not recorded | 68fa7c691e209131cea8defd |
| OmniGen2 | 7.16 | Not recorded | 68fa7c691e209131cea8defd |
| Step1X-Edit | 7.09 | Not recorded | 68fa7c691e209131cea8defd |
| UniVideo | 7.08 | Not recorded | 68fa7c691e209131cea8defd |
| FLUX-Kontext | 6.95 | Not recorded | 68fa7b601e209131cea88021 |
| OmniGen | 5.96 | Not recorded | 68fa7c691e209131cea8defd |
| Gemini 2.0 | 5.43 | Not recorded | 68fa7b601e209131cea88021 |
| ICEdit | 5.11 | Not recorded | 68fa7c691e209131cea8defd |
| UniWorld-V1 | 4.93 | Not recorded | 68fa7c691e209131cea8defd |
| MagicBrush | 4.68 | Not recorded | 68fa7c691e209131cea8defd |
| Instruct-P2P | 3.58 | Not recorded | 68fa7c691e209131cea8defd |
| AnyEdit | 3.18 | Not recorded | 68fa7c691e209131cea8defd |

### BAGEL-RECA

SC Score: 8.24. Result ID: 6a3e2f96fbc373592c5f97e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

Recorded evaluation configuration: {"Training":"post-trained with RECA"}. This record does not assert independent reproduction.

### BAGEL-NHR

SC Score: 8.04. Result ID: 6a3e2f96fbc373592c5f97e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Implementation](<https://riko0.github.io/No-Humans-Required/>)

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

### BAGEL

SC Score: 7.96. Result ID: 6a3e2f96fbc373592c5f97e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81aad.md>)

[Implementation](<https://bagel-ai.org/>)

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

### GPT-4o-Image

SC Score: 7.85. Result ID: 6a3e2f96fbc373592c5f97e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77c12.md>)

Recorded evaluation configuration: {"Status":"Private model"}. This record does not assert independent reproduction.

### GPT-4o

SC Score: 7.85. Result ID: 6a4cbafb60b88bb339c8b153.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

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

### BAGEL

SC Score: 7.36. Result ID: 6a4cbafb60b88bb339c8b15a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81aad.md>)

[Implementation](<https://bagel-ai.org/>)

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

### OmniGen2

SC Score: 7.16. Result ID: 6a4cbafb60b88bb339c8b15c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89864.md>)

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

### Step1X-Edit

SC Score: 7.09. Result ID: 6a4cbafb60b88bb339c8b159.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a551e209131cea82892.md>)

[Implementation](<https://github.com/stepfun-ai/Step1X-Edit>)

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

### UniVideo

SC Score: 7.08. Result ID: 6a4cbafb60b88bb339c8b15d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

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

### FLUX-Kontext

SC Score: 6.95. Result ID: 6a3e2f96fbc373592c5f97e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### OmniGen

SC Score: 5.96. Result ID: 6a4cbafb60b88bb339c8b157.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a322.md>)

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

### Gemini 2.0

SC Score: 5.43. Result ID: 6a3e2f96fbc373592c5f97e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b601e209131cea88021.md>)

Recorded evaluation configuration: {"Status":"Private model"}. This record does not assert independent reproduction.

### ICEdit

SC Score: 5.11. Result ID: 6a4cbafb60b88bb339c8b158.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

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

### UniWorld-V1

SC Score: 4.93. Result ID: 6a4cbafb60b88bb339c8b15b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79831e209131cea7dee8.md>)

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

### MagicBrush

SC Score: 4.68. Result ID: 6a4cbafb60b88bb339c8b154.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732e1e209131cea5af49.md>)

[Implementation](<https://osu-nlp-group.github.io/MagicBrush>)

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

### Instruct-P2P

SC Score: 3.58. Result ID: 6a4cbafb60b88bb339c8b155.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

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

### AnyEdit

SC Score: 3.18. Result ID: 6a4cbafb60b88bb339c8b156.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8defd.md>)

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

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