# Reference-Guided Image Editing on AnyInsertion Fine Mask (test)

Source: [Reference-Guided Image Editing on AnyInsertion Fine Mask (test)](<https://www.sota2.com/research/sota/reference-guided-image-editing-on-anyinsertion-fine-mask-test>)

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

Data updated: 2026-03-12T09:04:07.614Z

Evaluation of Reference-Guided Image Editing performance on the AnyInsertion Fine Mask test split, assessed using DINO-I, CLIP-I, and LPIPS 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 | Reference-Guided Image Editing |
| Dataset (including any stated split) | AnyInsertion Fine Mask (test) |
| Metric | DINO-I |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [DINO-I](<https://www.sota2.com/research/sota/reference-guided-image-editing-on-anyinsertion-fine-mask-test.md?metric=DINO-I>): Higher is better; unit: SCALAR.

- [CLIP-I](<https://www.sota2.com/research/sota/reference-guided-image-editing-on-anyinsertion-fine-mask-test.md?metric=CLIP-I>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | DINO-I | Result date | Report paper |
| --- | --- | --- | --- |
| A2-Edit | 61.67 | Not recorded | 69b248b2d030084c22e2fab5 |
| Insert Anything | 60.9 | Not recorded | 69b248b2d030084c22e2fab5 |
| FLUX.1-Kontext | 59.49 | Not recorded | 69b248b2d030084c22e2fab5 |
| ACE++ | 57.69 | Not recorded | 69b248b2d030084c22e2fab5 |
| FLUX.1-Fill | 50.37 | Not recorded | 69b248b2d030084c22e2fab5 |
| MimicBrush | 50.29 | Not recorded | 69b248b2d030084c22e2fab5 |
| AnyDoor | 48.15 | Not recorded | 69b248b2d030084c22e2fab5 |

### A2-Edit

DINO-I: 61.67. Result ID: 69b2801a6dbb7075b95d4730.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### Insert Anything

DINO-I: 60.9. Result ID: 69b2801a6dbb7075b95d472f.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76ca2.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### FLUX.1-Kontext

DINO-I: 59.49. Result ID: 69b2801a6dbb7075b95d472d.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### ACE++

DINO-I: 57.69. Result ID: 69b2801a6dbb7075b95d472e.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76991e209131cea6e0c8.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### FLUX.1-Fill

DINO-I: 50.37. Result ID: 69b2801a6dbb7075b95d472a.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### MimicBrush

DINO-I: 50.29. Result ID: 69b2801a6dbb7075b95d472c.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73991e209131cea5d7df.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

### AnyDoor

DINO-I: 48.15. Result ID: 69b2801a6dbb7075b95d472b.

[Reporting paper](<https://www.sota2.com/research/paper/69b248b2d030084c22e2fab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adb6.md>)

Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction.

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