# Satellite Image Classification on FMoW WILDS

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

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

Data updated: 2026-04-21T08:31:51.355Z

Evaluation of Satellite Image Classification performance on the FMoW 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 WILDS |
| Metric | Worst-Region Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-wilds.md?metric=Worst-Region%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Worst-Region Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DFR | 42.8 | Not recorded | 68fa76241e209131cea6b73b |
| LISA | 35.5 | Not recorded | 68fa76241e209131cea6b73b |
| IRMX (PAIR) | 35.4 | Not recorded | 68fa76241e209131cea6b73b |
| Fish | 34.6 | Not recorded | 68fa76241e209131cea6b73b |
| IRMX | 33.7 | Not recorded | 68fa76241e209131cea6b73b |
| IRM | 32.8 | Not recorded | 68fa76241e209131cea6b73b |
| CORAL | 32.8 | Not recorded | 68fa76241e209131cea6b73b |
| Shared-Base | 32.8 | Not recorded | 68fa76241e209131cea6b73b |
| Shared-Base + HyRe | 32.8 | Not recorded | 68fa76241e209131cea6b73b |
| ERM | 31.3 | Not recorded | 68fa76241e209131cea6b73b |
| Group DRO | 31.1 | Not recorded | 68fa76241e209131cea6b73b |

### DFR

Worst-Region Accuracy: 42.8. Result ID: 69e735f147f34ce924cd6cd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### LISA

Worst-Region Accuracy: 35.5. Result ID: 69e735f147f34ce924cd6cd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea36415.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### IRMX (PAIR)

Worst-Region Accuracy: 35.4. Result ID: 69e735f147f34ce924cd6ccd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### Fish

Worst-Region Accuracy: 34.6. Result ID: 69e735f147f34ce924cd6cd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a561e209131cea2785c.md>)

[Implementation](<https://github.com/YugeTen/fish>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### IRMX

Worst-Region Accuracy: 33.7. Result ID: 69e735f147f34ce924cd6ccc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### IRM

Worst-Region Accuracy: 32.8. Result ID: 69e735f147f34ce924cd6ccb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### CORAL

Worst-Region Accuracy: 32.8. Result ID: 69e735f147f34ce924cd6cce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc1c4.md>)

[Implementation](<https://github.com/VisionLearningGroup/CORAL>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### Shared-Base

Worst-Region Accuracy: 32.8. Result ID: 69e735f147f34ce924cd6cd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### Shared-Base + HyRe

Worst-Region Accuracy: 32.8. Result ID: 69e735f147f34ce924cd6cd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### ERM

Worst-Region Accuracy: 31.3. Result ID: 69e735f147f34ce924cd6cd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### Group DRO

Worst-Region Accuracy: 31.1. Result ID: 69e735f147f34ce924cd6ccf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

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