# Image Classification on EuroSAT (KNN Accuracy)

Source: [Image Classification on EuroSAT (KNN Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-knn-accuracy>)

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

Data updated: 2026-02-26T05:47:46.809Z

Evaluation of Image Classification performance on the EuroSAT dataset, reporting Average KNN 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 | Image Classification |
| Dataset (including any stated split) | EuroSAT |
| Metric | KNN Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [KNN Accuracy](<https://www.sota2.com/research/sota/image-classification-on-eurosat-knn-accuracy.md?metric=KNN%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | KNN Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Cross-Scale MAE | 87.8 | Not recorded | 68fa72011e209131cea54161 |
| Scale-MAE | 86.7 | Not recorded | 68fa72011e209131cea54161 |
| SatMAE | 81.9 | Not recorded | 68fa72011e209131cea54161 |

### Cross-Scale MAE

KNN Accuracy: 87.8. Result ID: 699214ba3a6c3148490c7492.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72011e209131cea54161.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72011e209131cea54161.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Average KNN","Scale ratios":"12.5%, 25%, 50%, 100%"}. This record does not assert independent reproduction.

### Scale-MAE

KNN Accuracy: 86.7. Result ID: 699214ba3a6c3148490c7491.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72011e209131cea54161.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c92d.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Average KNN","Scale ratios":"12.5%, 25%, 50%, 100%"}. This record does not assert independent reproduction.

### SatMAE

KNN Accuracy: 81.9. Result ID: 699214ba3a6c3148490c7490.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72011e209131cea54161.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Average KNN","Scale ratios":"12.5%, 25%, 50%, 100%"}. This record does not assert independent reproduction.

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