# Multimodal Segmentation on Water modality dataset

Source: [Multimodal Segmentation on Water modality dataset](<https://www.sota2.com/research/sota/multimodal-segmentation-on-water-modality-dataset>)

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

Data updated: 2026-03-17T06:59:53.676Z

Evaluation of Multimodal Segmentation performance on the Water modality dataset, reporting IoU and F1 Score.

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 | Multimodal Segmentation |
| Dataset (including any stated split) | Water modality dataset |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [IoU](<https://www.sota2.com/research/sota/multimodal-segmentation-on-water-modality-dataset.md?metric=IoU>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/multimodal-segmentation-on-water-modality-dataset.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| U-Net | 56.19 | Not recorded | 68fa76d01e209131cea6f39f |
| VideoSAM | 18.94 | Not recorded | 68fa76d01e209131cea6f39f |
| SAM | 6.2 | Not recorded | 68fa76d01e209131cea6f39f |

### U-Net

IoU: 56.19. Result ID: 69b8fb4847f34ce924a0e677.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f39f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

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

### VideoSAM

IoU: 18.94. Result ID: 69b8fb4847f34ce924a0e679.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f39f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f39f.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### SAM

IoU: 6.2. Result ID: 69b8fb4847f34ce924a0e678.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f39f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

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

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