# Zero-shot Classification on SAR-VSA

Source: [Zero-shot Classification on SAR-VSA](<https://www.sota2.com/research/sota/zero-shot-classification-on-sar-vsa>)

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

Data updated: 2026-05-18T06:57:40.546Z

Evaluation of Zero-shot Classification performance on the SAR-VSA dataset, typically measured using accuracy.

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 | Zero-shot Classification |
| Dataset (including any stated split) | SAR-VSA |
| Metric | Accuracy (Zero-shot) |
| 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 (Zero-shot)](<https://www.sota2.com/research/sota/zero-shot-classification-on-sar-vsa.md?metric=Accuracy%20(Zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Zero-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| SARCLIP ‡ | 40.79 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| SARCLIP † | 36.07 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| SAR-TEXT | 35.62 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| SARCLIP § | 35.43 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| SARCLIP-ISPRS | 30.8 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| OpenCLIP | 19.53 | Not recorded | 69004ded3ef7ccd74e5e29e3 |
| RemoteCLIP | 18.58 | Not recorded | 69004ded3ef7ccd74e5e29e3 |

### SARCLIP ‡

Accuracy (Zero-shot): 40.79. Result ID: 6a0ab79b47f34ce924f04744.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### SARCLIP †

Accuracy (Zero-shot): 36.07. Result ID: 6a0ab79b47f34ce924f04742.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### SAR-TEXT

Accuracy (Zero-shot): 35.62. Result ID: 6a0ab79b47f34ce924f04740.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2de.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### SARCLIP §

Accuracy (Zero-shot): 35.43. Result ID: 6a0ab79b47f34ce924f04743.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### SARCLIP-ISPRS

Accuracy (Zero-shot): 30.8. Result ID: 6a0ab79b47f34ce924f04741.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### OpenCLIP

Accuracy (Zero-shot): 19.53. Result ID: 6a0ab79b47f34ce924f0473e.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6003e.md>)

[Implementation](<https://github.com/LAION-AI/scaling-laws-openclip>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy (Zero-shot): 18.58. Result ID: 6a0ab79b47f34ce924f0473f.

[Reporting paper](<https://www.sota2.com/research/paper/69004ded3ef7ccd74e5e29e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","Param.":"304"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.