# 3D-edits on GeoBench 1.0 (test)

Source: [3D-edits on GeoBench 1.0 (test)](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test>)

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

Data updated: 2026-02-26T05:44:35.380Z

Evaluation of 3D editing capabilities on the test split of the GeoBench 1.0 dataset, assessed using metrics related to fidelity (FID), feature similarity (DINOv2), and geometric/structural consistency (KD, SUBC, BC, WE, 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 | 3D-edits |
| Dataset (including any stated split) | GeoBench 1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/3d-edits-on-geobench-1-0-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [DINOv2 Similarity](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=DINOv2%20Similarity>): Higher is better; unit: SCALAR.

- [KD](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=KD>): Lower is better; unit: SCALAR.

- [SUBC](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=SUBC>): Higher is better; unit: PERCENT.

- [BC](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=BC>): Higher is better; unit: PERCENT.

- [WE](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=WE>): Lower is better; unit: SCALAR.

- [MD](<https://www.sota2.com/research/sota/3d-edits-on-geobench-1-0-test.md?metric=MD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| GeoEdit | 64.3 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| FreeFine | 65.94 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| GeoDiffuser | 77.34 | Not recorded | 698abbdcc97a0b3e3b5de26a |
| Diffusion Handles | 126.24 | Not recorded | 698abbdcc97a0b3e3b5de26a |

### GeoEdit

FID: 64.3. Result ID: 699727105698665ec475a48a.

[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.

### FreeFine

FID: 65.94. Result ID: 699727105698665ec475a489.

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

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

### GeoDiffuser

FID: 77.34. Result ID: 699727105698665ec475a488.

[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.

### Diffusion Handles

FID: 126.24. Result ID: 699727105698665ec475a487.

[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.

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