# 2D-edits on GeoBench 1.0 (test)

Source: [2D-edits on GeoBench 1.0 (test)](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test>)

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

Data updated: 2026-02-26T05:44:35.362Z

Evaluation of 2D editing performance on the GeoBench 1.0 test set, assessed using metrics including FID, DINOv2, KD, SUBC, BC, WE, and MD.

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 | 2D-edits |
| Dataset (including any stated split) | GeoBench 1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [FID](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [DINOv2](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=DINOv2>): Higher is better; unit: SCALAR.

- [KD](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=KD>): Lower is better; unit: SCALAR.

- [SUBC](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=SUBC>): Higher is better; unit: PERCENT.

- [BC](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=BC>): Higher is better; unit: PERCENT.

- [WE](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=WE>): Lower is better; unit: PERCENT.

- [MD](<https://www.sota2.com/research/sota/2d-edits-on-geobench-1-0-test.md?metric=MD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| GeoEdit | 25.07 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| Magic Fixup | 27.32 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| FreeFine | 27.48 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| DesignEdit | 32.55 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| DragDiffusion | 37.68 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| GeoDiffuser | 38.22 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| RegionDrag | 41.88 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| Diffusion Handles | 69.34 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| MotionGuidance | 146.41 | Not recorded | 698abbdcc97a0b3e3b5de26a |

### GeoEdit

FID: 25.07. Result ID: 699727105698665ec475a486.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

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

### Magic Fixup

FID: 27.32. Result ID: 699727105698665ec475a484.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea83567.md>)

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

### FreeFine

FID: 27.48. Result ID: 699727105698665ec475a485.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

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

### DesignEdit

FID: 32.55. Result ID: 699727105698665ec475a483.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57924.md>)

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

### DragDiffusion

FID: 37.68. Result ID: 699727105698665ec475a480.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d61e209131cea58d48.md>)

[Implementation](<https://github.com/Yujun-Shi/DragDiffusion111>)

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

### GeoDiffuser

FID: 38.22. Result ID: 699727105698665ec475a482.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766a1e209131cea6cd15.md>)

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

### RegionDrag

FID: 41.88. Result ID: 699727105698665ec475a47e.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60881.md>)

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

### Diffusion Handles

FID: 69.34. Result ID: 699727105698665ec475a481.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71641e209131cea511f1.md>)

[Implementation](<https://diffusionhandles.github.io/>)

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

### MotionGuidance

FID: 146.41. Result ID: 699727105698665ec475a47f.

[Reporting paper](<https://www.sota2.com/research/paper/698abbdcc97a0b3e3b5de26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53fc8.md>)

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

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