# Image Classification on EuroSAT (N-Shot Evaluation)

Source: [Image Classification on EuroSAT (N-Shot Evaluation)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation>)

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

Data updated: 2026-02-26T05:26:48.256Z

Evaluation of Image Classification performance on the EuroSAT dataset using various N-shot learning settings (1, 2, 4, 8, 16 shots).

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 | Acc (1-shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Acc (1-shot)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation.md?metric=Acc%20(1-shot)>): Higher is better; unit: PERCENT.

- [Acc (2-shot)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation.md?metric=Acc%20(2-shot)>): Higher is better; unit: PERCENT.

- [Acc (4-shot)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation.md?metric=Acc%20(4-shot)>): Higher is better; unit: PERCENT.

- [Acc (8-shot)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation.md?metric=Acc%20(8-shot)>): Higher is better; unit: PERCENT.

- [Acc (16-shot)](<https://www.sota2.com/research/sota/image-classification-on-eurosat-n-shot-evaluation.md?metric=Acc%20(16-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (1-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| ManiPT | 76.54 | Not recorded | 699d307b6017c4460ffab3ad |
| PromptSRC | 73.13 | Not recorded | 699d307b6017c4460ffab3ad |
| MaPLe | 71.8 | Not recorded | 699d307b6017c4460ffab3ad |
| CoCoOp | 55.33 | Not recorded | 699d307b6017c4460ffab3ad |
| CoOp | 54.93 | Not recorded | 699d307b6017c4460ffab3ad |
| Linear probe CLIP | 49.23 | Not recorded | 699d307b6017c4460ffab3ad |

### ManiPT

Acc (1-shot): 76.54. Result ID: 699e3adc5698665ec4f7928c.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.md>)

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

### PromptSRC

Acc (1-shot): 73.13. Result ID: 699e3adc5698665ec4f7928b.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.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

Acc (1-shot): 71.8. Result ID: 699e3adc5698665ec4f7928a.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.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.

### CoCoOp

Acc (1-shot): 55.33. Result ID: 699e3adc5698665ec4f79289.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.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

Acc (1-shot): 54.93. Result ID: 699e3adc5698665ec4f79288.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.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.

### Linear probe CLIP

Acc (1-shot): 49.23. Result ID: 699e3adc5698665ec4f79287.

[Reporting paper](<https://www.sota2.com/research/paper/699d307b6017c4460ffab3ad.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.

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