# Image Classification on EuroSAT (Acc (%) and Gain)

Source: [Image Classification on EuroSAT (Acc (%) and Gain)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-acc-percent-and-gain>)

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

Data updated: 2026-04-20T07:05:11.249Z

Evaluation of Image Classification performance on the EuroSAT dataset, reporting standard Accuracy percentage and performance Gain.

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 | Accuracy (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-acc-percent-and-gain.md?metric=Accuracy%20(%25)>): Higher is better; unit: PERCENT.

- [Gain](<https://www.sota2.com/research/sota/image-classification-on-eurosat-acc-percent-and-gain.md?metric=Gain>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy (%) | Result date | Report paper |
| --- | --- | --- | --- |
| BETA | 53.3 | Not recorded | 69e5b3117d0172140ec7e00c |
| B^2TPT (w/ tokens) | 46.8 | Not recorded | 69e5b3117d0172140ec7e00c |
| ZERO ensemble (w/ logits) | 43.8 | Not recorded | 69e5b3117d0172140ec7e00c |
| Source | 42 | Not recorded | 69e5b3117d0172140ec7e00c |
| ZERO (w/ logits) | 39.6 | Not recorded | 69e5b3117d0172140ec7e00c |

### BETA

Accuracy (%): 53.3. Result ID: 69e5d02647f34ce924cb83f3.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

Recorded evaluation configuration: {"Target Model":"CLIP-B/16","#API":"1"}. This record does not assert independent reproduction.

### B^2TPT (w/ tokens)

Accuracy (%): 46.8. Result ID: 69e5d02647f34ce924cb83f0.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

Recorded evaluation configuration: {"Target Model":"CLIP-B/16","#API":"120"}. This record does not assert independent reproduction.

### ZERO ensemble (w/ logits)

Accuracy (%): 43.8. Result ID: 69e5d02647f34ce924cb83f2.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6d.md>)

[Implementation](<https://github.com/FarinaMatteo/zero>)

Recorded evaluation configuration: {"Target Model":"CLIP-B/16","#API":"448"}. This record does not assert independent reproduction.

### Source

Accuracy (%): 42. Result ID: 69e5d02647f34ce924cb83ef.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

Recorded evaluation configuration: {"Target Model":"CLIP-B/16","#API":"1"}. This record does not assert independent reproduction.

### ZERO (w/ logits)

Accuracy (%): 39.6. Result ID: 69e5d02647f34ce924cb83f1.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3117d0172140ec7e00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6d.md>)

[Implementation](<https://github.com/FarinaMatteo/zero>)

Recorded evaluation configuration: {"Target Model":"CLIP-B/16","#API":"64"}. This record does not assert independent reproduction.

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