# Image Classification on EuroSAT (novel split)

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

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

Data updated: 2026-05-12T13:12:07.713Z

Evaluation of standard Image Classification performance on the novel split of the EuroSAT dataset.

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 (novel split) |
| Metric | 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MMA | 82.34 | Not recorded | 68fa75701e209131cea67e88 |
| LPT | 80.37 | Not recorded | 68fa75701e209131cea67e88 |
| LASP | 77.78 | Not recorded | 68fa75701e209131cea67e88 |
| TCP | 74.73 | Not recorded | 68fa75701e209131cea67e88 |
| PromptSRC | 73.9 | Not recorded | 68fa75701e209131cea67e88 |
| MaPLe | 73.23 | Not recorded | 68fa75701e209131cea67e88 |
| Dept | 71.07 | Not recorded | 68fa75701e209131cea67e88 |
| 2SFS | 67.09 | Not recorded | 68fa75701e209131cea67e88 |
| CLIP | 64.05 | Not recorded | 68fa75701e209131cea67e88 |
| CoCoOp | 60.04 | Not recorded | 68fa75701e209131cea67e88 |
| CoOp | 54.74 | Not recorded | 68fa75701e209131cea67e88 |

### MMA

Accuracy: 82.34. Result ID: 6a03260847f34ce924e787ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c21e209131cea6392b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LPT

Accuracy: 80.37. Result ID: 6a03260847f34ce924e787ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LASP

Accuracy: 77.78. Result ID: 6a03260847f34ce924e787a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef11e209131cea43118.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TCP

Accuracy: 74.73. Result ID: 6a03260847f34ce924e787ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e22.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PromptSRC

Accuracy: 73.9. Result ID: 6a03260847f34ce924e787a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MaPLe

Accuracy: 73.23. Result ID: 6a03260847f34ce924e787a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Dept

Accuracy: 71.07. Result ID: 6a03260847f34ce924e787aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea5705c.md>)

[Implementation](<https://github.com/Koorye/DePT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 2SFS

Accuracy: 67.09. Result ID: 6a03260847f34ce924e787ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea736e6.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP

Accuracy: 64.05. Result ID: 6a03260847f34ce924e787a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoCoOp

Accuracy: 60.04. Result ID: 6a03260847f34ce924e787a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a831.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoOp

Accuracy: 54.74. Result ID: 6a03260847f34ce924e787a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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