# Zero-shot Image Retrieval on BigEarthNet-19

Source: [Zero-shot Image Retrieval on BigEarthNet-19](<https://www.sota2.com/research/sota/zero-shot-image-retrieval-on-bigearthnet-19>)

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

Data updated: 2026-03-20T08:06:12.317Z

Evaluation of zero-shot image retrieval performance on the BigEarthNet-19 dataset, measured using metrics like mAP@20.

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 image retrieval |
| Dataset (including any stated split) | BigEarthNet-19 |
| Metric | mAP@20 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [mAP@20](<https://www.sota2.com/research/sota/zero-shot-image-retrieval-on-bigearthnet-19.md?metric=mAP%4020>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@20 | Result date | Report paper |
| --- | --- | --- | --- |
| Prithvi | 97.98 | Not recorded | 68fa77811e209131cea73a61 |
| Prithvi | 97.83 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-L | 95.82 | Not recorded | 68fa77811e209131cea73a61 |
| SatMAE | 95.59 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-B | 95.59 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-L | 95.46 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-B | 95.04 | Not recorded | 68fa77811e209131cea73a61 |
| Prithvi | 93.44 | Not recorded | 68fa77811e209131cea73a61 |
| Prithvi | 93.17 | Not recorded | 68fa77811e209131cea73a61 |
| Prithvi | 92.43 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-L | 90.58 | Not recorded | 68fa77811e209131cea73a61 |
| SatMAE | 90.4 | Not recorded | 68fa77811e209131cea73a61 |
| ViT-B | 90.21 | Not recorded | 68fa77811e209131cea73a61 |
| DynamicVis-B | 89.95 | Not recorded | 68fa77811e209131cea73a61 |
| ViT-B | 89.7 | Not recorded | 68fa77811e209131cea73a61 |
| Prithvi | 84.45 | Not recorded | 68fa77811e209131cea73a61 |
| ViT-B | 81.54 | Not recorded | 68fa77811e209131cea73a61 |
| SatMAE | 80.99 | Not recorded | 68fa77811e209131cea73a61 |

### Prithvi

mAP@20: 97.98. Result ID: 69bcffeb47f34ce924a6e197.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction.

### Prithvi

mAP@20: 97.83. Result ID: 69bcffeb47f34ce924a6e198.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction.

### DynamicVis-L

mAP@20: 95.82. Result ID: 69bcffeb47f34ce924a6e1a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction.

### SatMAE

mAP@20: 95.59. Result ID: 69bcffeb47f34ce924a6e19a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction.

### DynamicVis-B

mAP@20: 95.59. Result ID: 69bcffeb47f34ce924a6e1a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction.

### DynamicVis-L

mAP@20: 95.46. Result ID: 69bcffeb47f34ce924a6e1a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction.

### DynamicVis-B

mAP@20: 95.04. Result ID: 69bcffeb47f34ce924a6e1a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction.

### Prithvi

mAP@20: 93.44. Result ID: 69bcffeb47f34ce924a6e199.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"all","Method":"64-bit hash"}. This record does not assert independent reproduction.

### Prithvi

mAP@20: 93.17. Result ID: 69bcffeb47f34ce924a6e19d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction.

### Prithvi

mAP@20: 92.43. Result ID: 69bcffeb47f34ce924a6e19e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction.

### DynamicVis-L

mAP@20: 90.58. Result ID: 69bcffeb47f34ce924a6e1a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction.

### SatMAE

mAP@20: 90.4. Result ID: 69bcffeb47f34ce924a6e19b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction.

### ViT-B

mAP@20: 90.21. Result ID: 69bcffeb47f34ce924a6e1a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction.

### DynamicVis-B

mAP@20: 89.95. Result ID: 69bcffeb47f34ce924a6e1a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction.

### ViT-B

mAP@20: 89.7. Result ID: 69bcffeb47f34ce924a6e1a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction.

### Prithvi

mAP@20: 84.45. Result ID: 69bcffeb47f34ce924a6e19f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711d1e209131cea4f315.md>)

Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction.

### ViT-B

mAP@20: 81.54. Result ID: 69bcffeb47f34ce924a6e1a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction.

### SatMAE

mAP@20: 80.99. Result ID: 69bcffeb47f34ce924a6e19c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: {"Band":"all","Method":"64-bit hash"}. This record does not assert independent reproduction.

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