# Semantic Segmentation on SpaceNet building segmentation 96 (val)

Source: [Semantic Segmentation on SpaceNet building segmentation 96 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-spacenet-building-segmentation-96-val>)

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

Data updated: 2026-02-26T06:10:14.305Z

Evaluation of Semantic Segmentation performance on the validation split of the SpaceNet building segmentation 96 dataset, reporting 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) | SpaceNet building segmentation 96 (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-spacenet-building-segmentation-96-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Ours (fine-tuned) | 81.12 | Not recorded | 68fa6b631e209131cea2dfb0 |
| Ayush et al. | 78.51 | Not recorded | 68fa6b631e209131cea2dfb0 |
| MoCo-v2 | 78.05 | Not recorded | 68fa6b631e209131cea2dfb0 |
| DeepLab-v3 | 72.22 | Not recorded | 68fa6b631e209131cea2dfb0 |
| DeepLab-v3 | 69.44 | Not recorded | 68fa6b631e209131cea2dfb0 |

### Ours (fine-tuned)

mIoU: 81.12. Result ID: 698e8636ffc3901de09e5514.

[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.

### Ayush et al.

mIoU: 78.51. Result ID: 698e8636ffc3901de09e5513.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf01e209131cea31076.md>)

[Implementation](<https://www.sota2.com/geography-aware-ssl.github.io>)

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

### MoCo-v2

mIoU: 78.05. Result ID: 698e8636ffc3901de09e5512.

[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.

### DeepLab-v3

mIoU: 72.22. Result ID: 698e8636ffc3901de09e5511.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe382.md>)

[Implementation](<http://liangchiehchen.com/projects/DeepLab.html>)

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

### DeepLab-v3

mIoU: 69.44. Result ID: 698e8636ffc3901de09e5510.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe382.md>)

[Implementation](<http://liangchiehchen.com/projects/DeepLab.html>)

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

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