# Image Classification on EuroSAT random 500 (test)

Source: [Image Classification on EuroSAT random 500 (test)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-random-500-test>)

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

Data updated: 2026-04-08T09:04:42.709Z

Evaluation of Image Classification performance on the random 500 subset of the EuroSAT test set.

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 random 500 (test) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-eurosat-random-500-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Sim-CLIP4 | 22.8 | Not recorded | 68fa75c21e209131cea69c34 |
| TeCoA4 | 21.6 | Not recorded | 68fa75c21e209131cea69c34 |
| FARE4 | 21.4 | Not recorded | 68fa75c21e209131cea69c34 |
| Sim-CLIP2 | 18.4 | Not recorded | 68fa75c21e209131cea69c34 |
| TeCoA2 | 17.8 | Not recorded | 68fa75c21e209131cea69c34 |
| FARE2 | 14 | Not recorded | 68fa75c21e209131cea69c34 |
| CLIP | 0 | Not recorded | 68fa75c21e209131cea69c34 |

### Sim-CLIP4

Accuracy: 22.8. Result ID: 69d61a1947f34ce924bed8cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"4/255"}. This record does not assert independent reproduction.

### TeCoA4

Accuracy: 21.6. Result ID: 69d61a1947f34ce924bed8cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f271e209131cea44177.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"4/255"}. This record does not assert independent reproduction.

### FARE4

Accuracy: 21.4. Result ID: 69d61a1947f34ce924bed8cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d24a.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"4/255"}. This record does not assert independent reproduction.

### Sim-CLIP2

Accuracy: 18.4. Result ID: 69d61a1947f34ce924bed8ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"2/255"}. This record does not assert independent reproduction.

### TeCoA2

Accuracy: 17.8. Result ID: 69d61a1947f34ce924bed8c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f271e209131cea44177.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"2/255"}. This record does not assert independent reproduction.

### FARE2

Accuracy: 14. Result ID: 69d61a1947f34ce924bed8c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d24a.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255","Training epsilon":"2/255"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 0. Result ID: 69d61a1947f34ce924bed8c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c21e209131cea69c34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Zero-shot":"true","Attack Type":"l-infinity","Attack Strength (epsilon)":"4/255"}. This record does not assert independent reproduction.

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