# Multi-label Land Cover Classification on BigEarthNet (val)

Source: [Multi-label Land Cover Classification on BigEarthNet (val)](<https://www.sota2.com/research/sota/multi-label-land-cover-classification-on-bigearthnet-val>)

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

Data updated: 2026-02-26T06:09:25.701Z

Evaluation of Multi-label Land Cover Classification performance on the validation split of the BigEarthNet dataset, measured using mAP.

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 land cover classification |
| Dataset (including any stated split) | BigEarthNet (val) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-land-cover-classification-on-bigearthnet-val.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| MATTER (fine-tuned) | 87.98 | Not recorded | 68fa6b631e209131cea2dfb0 |
| SeCo | 87.81 | Not recorded | 68fa6b631e209131cea2dfb0 |
| ResNet-50 | 86.74 | Not recorded | 68fa6b631e209131cea2dfb0 |
| MoCo-v2 | 86.05 | Not recorded | 68fa6b631e209131cea2dfb0 |
| ResNet-50 | 78.98 | Not recorded | 68fa6b631e209131cea2dfb0 |
| S-CNN | 69.93 | Not recorded | 68fa6b631e209131cea2dfb0 |
| InDomain | 69.7 | Not recorded | 68fa6b631e209131cea2dfb0 |
| Inception-v2 | 48.23 | Not recorded | 68fa6b631e209131cea2dfb0 |

### MATTER (fine-tuned)

mAP: 87.98. Result ID: 698e8636ffc3901de09e551c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

Recorded evaluation configuration: {"Sup.":"S+F","Fine-Tune Epochs":"24"}. This record does not assert independent reproduction.

### SeCo

mAP: 87.81. Result ID: 698e8636ffc3901de09e551b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e50.md>)

[Implementation](<https://github.com/ElementAI/seasonal-contrast>)

Recorded evaluation configuration: {"Sup.":"S+F","Fine-Tune Epochs":"100"}. This record does not assert independent reproduction.

### ResNet-50

mAP: 86.74. Result ID: 698e8636ffc3901de09e5519.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Sup.":"F","initialization":"ImageNet"}. This record does not assert independent reproduction.

### MoCo-v2

mAP: 86.05. Result ID: 698e8636ffc3901de09e551a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15344.md>)

[Implementation](<https://github.com/facebookresearch/moco>)

Recorded evaluation configuration: {"Sup.":"S+F","Fine-Tune Epochs":"100"}. This record does not assert independent reproduction.

### ResNet-50

mAP: 78.98. Result ID: 698e8636ffc3901de09e5518.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Sup.":"F","initialization":"random"}. This record does not assert independent reproduction.

### S-CNN

mAP: 69.93. Result ID: 698e8636ffc3901de09e5517.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b41e209131cea11fb6.md>)

Recorded evaluation configuration: {"Sup.":"F"}. This record does not assert independent reproduction.

### InDomain

mAP: 69.7. Result ID: 698e8636ffc3901de09e5516.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d1f.md>)

[Implementation](<https://tfhub.dev/google/collections/remote_sensing/1>)

Recorded evaluation configuration: {"Sup.":"S+F","Fine-Tune Epochs":"90"}. This record does not assert independent reproduction.

### Inception-v2

mAP: 48.23. Result ID: 698e8636ffc3901de09e5515.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2dfb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Sup.":"F"}. This record does not assert independent reproduction.

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