# Meta-image transformation on WikiEarth

Source: [Meta-image transformation on WikiEarth](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth>)

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

Data updated: 2026-03-30T08:00:19.359Z

Evaluation of Meta-image transformation performance on the WikiEarth dataset, using metrics such as ΔR, ΔT, MTA, O%, and #Failures.

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 | Meta-image transformation |
| Dataset (including any stated split) | WikiEarth |
| Metric | Delta R |
| 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

- [Delta R](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth.md?metric=Delta%20R>): Lower is better; unit: SCALAR.

- [Delta T](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth.md?metric=Delta%20T>): Lower is better; unit: SCALAR.

- [MTA Score](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth.md?metric=MTA%20Score>): Higher is better; unit: PERCENT.

- [O Rate](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth.md?metric=O%20Rate>): Higher is better; unit: PERCENT.

- [Failure Count](<https://www.sota2.com/research/sota/meta-image-transformation-on-wikiearth.md?metric=Failure%20Count>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Delta R | Result date | Report paper |
| --- | --- | --- | --- |
| Scene Grounding | 2.48 | Not recorded | 69ca03a90636e5bf4afc94ae |
| Scene Grounding | 2.69 | Not recorded | 69ca03a90636e5bf4afc94ae |
| gDLS+++ | 2.86 | Not recorded | 69ca03a90636e5bf4afc94ae |
| Scene Grounding | 3.13 | Not recorded | 69ca03a90636e5bf4afc94ae |
| SP+LG | 3.74 | Not recorded | 69ca03a90636e5bf4afc94ae |
| COLMAP | 4.99 | Not recorded | 69ca03a90636e5bf4afc94ae |

### Scene Grounding

Delta R: 2.48. Result ID: 69ca2d7747f34ce924b2a3a2.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

Recorded evaluation configuration: {"Initialization":"COLMAP"}. This record does not assert independent reproduction.

### Scene Grounding

Delta R: 2.69. Result ID: 69ca2d7747f34ce924b2a39e.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

Recorded evaluation configuration: {"Initialization":"gDLS+++"}. This record does not assert independent reproduction.

### gDLS+++

Delta R: 2.86. Result ID: 69ca2d7747f34ce924b2a39d.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fd1e209131ce9fc069.md>)

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

### Scene Grounding

Delta R: 3.13. Result ID: 69ca2d7747f34ce924b2a3a0.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

Recorded evaluation configuration: {"Initialization":"SP+LG"}. This record does not assert independent reproduction.

### SP+LG

Delta R: 3.74. Result ID: 69ca2d7747f34ce924b2a39f.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

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

### COLMAP

Delta R: 4.99. Result ID: 69ca2d7747f34ce924b2a3a1.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a90636e5bf4afc94ae.md>)

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

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