# Modality Transfer on EuroSAT RGB to VRE (test)

Source: [Modality Transfer on EuroSAT RGB to VRE (test)](<https://www.sota2.com/research/sota/modality-transfer-on-eurosat-rgb-to-vre-test>)

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

Data updated: 2026-06-23T12:31:29.850Z

Evaluation of Modality Transfer performance on the test split of the EuroSAT RGB to VRE dataset, typically measured using accuracy metrics.

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 | Modality Transfer |
| Dataset (including any stated split) | EuroSAT RGB to VRE (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/modality-transfer-on-eurosat-rgb-to-vre-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| f0 | 98.6 | Not recorded | 6a3a1392206542251d7c7696 |
| DINOv3 | 98.6 | Not recorded | 6a3a1392206542251d7c7696 |
| DeluluNet | 96.4 | Not recorded | 6a3a1392206542251d7c7696 |
| DINOv3 | 90.7 | Not recorded | 6a3a1392206542251d7c7696 |
| f0 | 90.7 | Not recorded | 6a3a1392206542251d7c7696 |
| TTM | 89.5 | Not recorded | 6a3a1392206542251d7c7696 |
| DeluluNet | 89 | Not recorded | 6a3a1392206542251d7c7696 |
| KD | 88.6 | Not recorded | 6a3a1392206542251d7c7696 |
| TTM | 88.2 | Not recorded | 6a3a1392206542251d7c7696 |
| KD | 86.2 | Not recorded | 6a3a1392206542251d7c7696 |

### f0

Accuracy: 98.6. Result ID: 6a3a7c88fbc373592c38ea8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

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

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

Recorded evaluation configuration: {"Evaluation Modality":"Source (RGB)"}. This record does not assert independent reproduction.

### DINOv3

Accuracy: 98.6. Result ID: 6a3a7c88fbc373592c38ea98.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Oracle Target (RGB)"}. This record does not assert independent reproduction.

### DeluluNet

Accuracy: 96.4. Result ID: 6a3a7c88fbc373592c38ea8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (VRE)"}. This record does not assert independent reproduction.

### DINOv3

Accuracy: 90.7. Result ID: 6a3a7c88fbc373592c38ea8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Oracle Target (VRE)"}. This record does not assert independent reproduction.

### f0

Accuracy: 90.7. Result ID: 6a3a7c88fbc373592c38ea94.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

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

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

Recorded evaluation configuration: {"Evaluation Modality":"Source (VRE)"}. This record does not assert independent reproduction.

### TTM

Accuracy: 89.5. Result ID: 6a3a7c88fbc373592c38ea8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727b1e209131cea56a74.md>)

[Implementation](<https://github.com/zkxufo/TTM>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (VRE)"}. This record does not assert independent reproduction.

### DeluluNet

Accuracy: 89. Result ID: 6a3a7c88fbc373592c38ea97.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (RGB)"}. This record does not assert independent reproduction.

### KD

Accuracy: 88.6. Result ID: 6a3a7c88fbc373592c38ea8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b81e209131ce9f5b87.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (VRE)"}. This record does not assert independent reproduction.

### TTM

Accuracy: 88.2. Result ID: 6a3a7c88fbc373592c38ea96.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727b1e209131cea56a74.md>)

[Implementation](<https://github.com/zkxufo/TTM>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (RGB)"}. This record does not assert independent reproduction.

### KD

Accuracy: 86.2. Result ID: 6a3a7c88fbc373592c38ea95.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1392206542251d7c7696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b81e209131ce9f5b87.md>)

Recorded evaluation configuration: {"Evaluation Modality":"Transfer Target (RGB)"}. This record does not assert independent reproduction.

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