# Multi-label Classification on reBEN S2 non-RGB

Source: [Multi-label Classification on reBEN S2 non-RGB](<https://www.sota2.com/research/sota/multi-label-classification-on-reben-s2-non-rgb>)

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

Data updated: 2026-06-23T12:31:30.029Z

Evaluation of models performing Multi-label Classification on the reBEN S2 non-RGB dataset variant.

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 | Multi-label Classification |
| Dataset (including any stated split) | reBEN S2 non-RGB |
| Metric | mAP |
| 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

- [mAP](<https://www.sota2.com/research/sota/multi-label-classification-on-reben-s2-non-rgb.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| OlmoEarth | 69.6 | Not recorded | 6a3a1392206542251d7c7696 |
| f0 | 63.4 | Not recorded | 6a3a1392206542251d7c7696 |
| DeluluNet | 62.5 | Not recorded | 6a3a1392206542251d7c7696 |
| Panopticon | 61.4 | Not recorded | 6a3a1392206542251d7c7696 |
| DINOv3 | 57.6 | Not recorded | 6a3a1392206542251d7c7696 |
| KD | 57.4 | Not recorded | 6a3a1392206542251d7c7696 |
| TTM | 56.7 | Not recorded | 6a3a1392206542251d7c7696 |

### OlmoEarth

mAP: 69.6. Result ID: 6a3a7c88fbc373592c38eace.

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

[Method origin paper](<https://www.sota2.com/research/paper/691bfe626750be83fe5cf140.md>)

[Implementation](<https://github.com/allenai/olmoearth_pretrain>)

Recorded evaluation configuration: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### f0

mAP: 63.4. Result ID: 6a3a7c88fbc373592c38eac8.

[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: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### DeluluNet

mAP: 62.5. Result ID: 6a3a7c88fbc373592c38eacb.

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

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

Recorded evaluation configuration: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### Panopticon

mAP: 61.4. Result ID: 6a3a7c88fbc373592c38eacd.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea8296b.md>)

Recorded evaluation configuration: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### DINOv3

mAP: 57.6. Result ID: 6a3a7c88fbc373592c38eacc.

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

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

Recorded evaluation configuration: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### KD

mAP: 57.4. Result ID: 6a3a7c88fbc373592c38eac9.

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

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

Recorded evaluation configuration: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

### TTM

mAP: 56.7. Result ID: 6a3a7c88fbc373592c38eaca.

[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: {"Start (MA)":"S1","Transfer (MB)":"S2¬rgb"}. This record does not assert independent reproduction.

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