# Semantic Segmentation on LoveDA 0.3 (train)

Source: [Semantic Segmentation on LoveDA 0.3 (train)](<https://www.sota2.com/research/sota/semantic-segmentation-on-loveda-0-3-train>)

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

Data updated: 2026-05-04T08:17:49.986Z

Evaluation of Semantic Segmentation performance on the LoveDA 0.3 training split, typically measured using Mean Intersection over Union (mIoU).

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 | Semantic Segmentation |
| Dataset (including any stated split) | LoveDA 0.3 (train) |
| Metric | mIoU |
| 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

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-loveda-0-3-train.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| LandSegmenter | 51.77 | Not recorded | 691414812828b7cc6937eaa4 |
| scaleMAE (3B) | 50.96 | Not recorded | 691414812828b7cc6937eaa4 |
| SAM2+HR+DOFA\* | 50.16 | Not recorded | 691414812828b7cc6937eaa4 |
| SAM2+HR (3B) | 49.83 | Not recorded | 691414812828b7cc6937eaa4 |
| satMAE (3B) | 48.85 | Not recorded | 691414812828b7cc6937eaa4 |
| DOFA | 48.62 | Not recorded | 691414812828b7cc6937eaa4 |
| satMAE++ (3B) | 45.77 | Not recorded | 691414812828b7cc6937eaa4 |
| SAM2 (3B) | 45.24 | Not recorded | 691414812828b7cc6937eaa4 |

### LandSegmenter

mIoU: 51.77. Result ID: 69f8561647f34ce924dbf2f1.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

Recorded evaluation configuration: {"Backbone":"SAM2+DOFA","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### scaleMAE (3B)

mIoU: 50.96. Result ID: 69f8561647f34ce924dbf2ea.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c92d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Large","Segmentation Framework":"UperNet","Parameter Count":"3B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### SAM2+HR+DOFA\*

mIoU: 50.16. Result ID: 69f8561647f34ce924dbf2f0.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Backbone":"SAM2+DOFA","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### SAM2+HR (3B)

mIoU: 49.83. Result ID: 69f8561647f34ce924dbf2ef.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Backbone":"SAM2","Parameter Count":"3B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### satMAE (3B)

mIoU: 48.85. Result ID: 69f8561647f34ce924dbf2eb.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

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

Recorded evaluation configuration: {"Backbone":"ViT-Large","Segmentation Framework":"UperNet","Parameter Count":"3B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### DOFA

mIoU: 48.62. Result ID: 69f8561647f34ce924dbf2ed.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce35.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Large","Segmentation Framework":"UperNet","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### satMAE++ (3B)

mIoU: 45.77. Result ID: 69f8561647f34ce924dbf2ec.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72701e209131cea564db.md>)

[Implementation](<https://github.com/techmn/satmae_pp>)

Recorded evaluation configuration: {"Backbone":"ViT-Large","Segmentation Framework":"UperNet","Parameter Count":"3B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### SAM2 (3B)

mIoU: 45.24. Result ID: 69f8561647f34ce924dbf2ee.

[Reporting paper](<https://www.sota2.com/research/paper/691414812828b7cc6937eaa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Backbone":"SAM2","Parameter Count":"3B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

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