# Semantic Segmentation on flood dataset

Source: [Semantic Segmentation on flood dataset](<https://www.sota2.com/research/sota/semantic-segmentation-on-flood-dataset>)

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

Data updated: 2026-04-14T08:14:20.971Z

Evaluation of Semantic Segmentation performance on the flood dataset, measured using 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) | flood dataset |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-flood-dataset.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| GEM + SAM | 73.17 | Not recorded | 68fa79b11e209131cea7eee8 |
| GEM | 53.25 | Not recorded | 68fa79b11e209131cea7eee8 |
| CLIPSeg | 21.25 | Not recorded | 68fa79b11e209131cea7eee8 |
| DINO + SAM | 3.32 | Not recorded | 68fa79b11e209131cea7eee8 |

### GEM + SAM

mIoU: 73.17. Result ID: 69ddf75947f34ce924c54cd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b11e209131cea7eee8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b11e209131cea7eee8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GEM

mIoU: 53.25. Result ID: 69ddf75947f34ce924c54cd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b11e209131cea7eee8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71711e209131cea51429.md>)

[Implementation](<https://github.com/WalBouss/GEM>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIPSeg

mIoU: 21.25. Result ID: 69ddf75947f34ce924c54cd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b11e209131cea7eee8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a66.md>)

[Implementation](<https://eckerlab.org/code/clipseg>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DINO + SAM

mIoU: 3.32. Result ID: 69ddf75947f34ce924c54cd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b11e209131cea7eee8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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