# Satellite Image Classification on FMoW OOD WILDS (test)

Source: [Satellite Image Classification on FMoW OOD WILDS (test)](<https://www.sota2.com/research/sota/satellite-image-classification-on-fmow-ood-wilds-test>)

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

Data updated: 2026-02-26T06:09:01.940Z

Evaluation of Satellite Image Classification performance on the test split of the FMoW Out-of-Distribution (OOD) WILDS dataset, reporting Worst-Region Accuracy.

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 | Satellite Image Classification |
| Dataset (including any stated split) | FMoW OOD WILDS (test) |
| Metric | Worst-Region Accuracy |
| Unit | PERCENT |
| 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

- [Worst-Region Accuracy](<https://www.sota2.com/research/sota/satellite-image-classification-on-fmow-ood-wilds-test.md?metric=Worst-Region%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Worst-Region Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FISH | 34.6 | Not recorded | 68fa70701e209131cea4aff2 |
| FISH + SDG | 34.6 | Not recorded | 68fa70701e209131cea4aff2 |
| CORAL + SDG | 33.9 | Not recorded | 68fa70701e209131cea4aff2 |
| CORAL + SAND-MASK | 33.3 | Not recorded | 68fa70701e209131cea4aff2 |
| ERM | 32.8 | Not recorded | 68fa70701e209131cea4aff2 |
| CORAL | 31 | Not recorded | 68fa70701e209131cea4aff2 |
| CORAL + AND-MASK | 28 | Not recorded | 68fa70701e209131cea4aff2 |

### FISH

Worst-Region Accuracy: 34.6. Result ID: 69911cc63a6c31484905c86c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"FISH"}. This record does not assert independent reproduction.

### FISH + SDG

Worst-Region Accuracy: 34.6. Result ID: 69911cc63a6c31484905c86d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"FISH","Optimization":"SDG"}. This record does not assert independent reproduction.

### CORAL + SDG

Worst-Region Accuracy: 33.9. Result ID: 69911cc63a6c31484905c86b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"SDG"}. This record does not assert independent reproduction.

### CORAL + SAND-MASK

Worst-Region Accuracy: 33.3. Result ID: 69911cc63a6c31484905c86a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"SAND-MASK"}. This record does not assert independent reproduction.

### ERM

Worst-Region Accuracy: 32.8. Result ID: 69911cc63a6c31484905c86e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"ERM"}. This record does not assert independent reproduction.

### CORAL

Worst-Region Accuracy: 31. Result ID: 69911cc63a6c31484905c868.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"CORAL"}. This record does not assert independent reproduction.

### CORAL + AND-MASK

Worst-Region Accuracy: 28. Result ID: 69911cc63a6c31484905c869.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70701e209131cea4aff2.md>)

Recorded evaluation configuration: {"Base Algorithm":"CORAL","Optimization":"AND-MASK"}. This record does not assert independent reproduction.

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