# Satellite Image Classification on EuroSAT (Acc. and Rob. metrics)

Source: [Satellite Image Classification on EuroSAT (Acc. and Rob. metrics)](<https://www.sota2.com/research/sota/satellite-image-classification-on-eurosat-acc-and-rob-metrics>)

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

Data updated: 2026-05-18T07:47:58.691Z

Evaluation of Satellite Image Classification performance on the EuroSAT dataset, reporting Accuracy (Acc.) and Robustness (Rob.) scores.

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 | Satellite Image Classification |
| Dataset (including any stated split) | EuroSAT |
| 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/satellite-image-classification-on-eurosat-acc-and-rob-metrics.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Robustness](<https://www.sota2.com/research/sota/satellite-image-classification-on-eurosat-acc-and-rob-metrics.md?metric=Robustness>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TTC | 47.4 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| MTA | 42.5 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| CLIP | 42.2 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| TTP | 42 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| AGC | 36 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| R-TPT | 34.7 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| Ensemble | 32.7 | Not recorded | 6a0a9d1edbc836b87d82b48a |

### TTC

Accuracy: 47.4. Result ID: 6a0ac31147f34ce924f09a6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774a1e209131cea724cc.md>)

[Implementation](<https://www.sota2.com/here>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### MTA

Accuracy: 42.5. Result ID: 6a0ac31147f34ce924f09a70.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 42.2. Result ID: 6a0ac31147f34ce924f09a6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### TTP

Accuracy: 42. Result ID: 6a0ac31147f34ce924f09a72.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1a423ea42265729b91.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### AGC

Accuracy: 36. Result ID: 6a0ac31147f34ce924f09a73.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### R-TPT

Accuracy: 34.7. Result ID: 6a0ac31147f34ce924f09a71.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### Ensemble

Accuracy: 32.7. Result ID: 6a0ac31147f34ce924f09a6f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

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