# Fine-grained Image Classification on EuroSAT

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

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

Data updated: 2026-05-01T08:26:32.049Z

Evaluation of Fine-grained Image Classification performance on the EuroSAT dataset, reporting Accuracy, Expected Calibration Error (ECE), and Sample Calibration Error (SCE).

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 | Fine-grained 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/fine-grained-image-classification-on-eurosat.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Expected Calibration Error (ECE)](<https://www.sota2.com/research/sota/fine-grained-image-classification-on-eurosat.md?metric=Expected%20Calibration%20Error%20(ECE)>): Lower is better; unit: PERCENT.

- [Sample Calibration Error (SCE)](<https://www.sota2.com/research/sota/fine-grained-image-classification-on-eurosat.md?metric=Sample%20Calibration%20Error%20(SCE)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DynaPrompt+FPP | 49.09 | Not recorded | 69f433c455a3c32af89fd373 |
| DynaPrompt (Paper) | 42.28 | Not recorded | 69f433c455a3c32af89fd373 |
| DynaPrompt+C-TPT | 36.57 | Not recorded | 69f433c455a3c32af89fd373 |
| DynaPrompt+O-TPT | 36.32 | Not recorded | 69f433c455a3c32af89fd373 |
| DynaPrompt (Replication) | 35.91 | Not recorded | 69f433c455a3c32af89fd373 |

### DynaPrompt+FPP

Accuracy: 49.09. Result ID: 69f463ac47f34ce924da5183.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-ViT/B16","Framework":"DynaPrompt","Hard Prompt":"a photo of a"}. This record does not assert independent reproduction.

### DynaPrompt (Paper)

Accuracy: 42.28. Result ID: 69f463ac47f34ce924da517f.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ce1e209131cea6f306.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-ViT/B16","Framework":"DynaPrompt","Hard Prompt":"a photo of a"}. This record does not assert independent reproduction.

### DynaPrompt+C-TPT

Accuracy: 36.57. Result ID: 69f463ac47f34ce924da5181.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ce1e209131cea6f306.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-ViT/B16","Framework":"DynaPrompt","Hard Prompt":"a photo of a"}. This record does not assert independent reproduction.

### DynaPrompt+O-TPT

Accuracy: 36.32. Result ID: 69f463ac47f34ce924da5182.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ce1e209131cea6f306.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-ViT/B16","Framework":"DynaPrompt","Hard Prompt":"a photo of a"}. This record does not assert independent reproduction.

### DynaPrompt (Replication)

Accuracy: 35.91. Result ID: 69f463ac47f34ce924da5180.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ce1e209131cea6f306.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-ViT/B16","Framework":"DynaPrompt","Hard Prompt":"a photo of a"}. This record does not assert independent reproduction.

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