# Oil Spill Segmentation on SOS Dataset PALSAR

Source: [Oil Spill Segmentation on SOS Dataset PALSAR](<https://www.sota2.com/research/sota/oil-spill-segmentation-on-sos-dataset-palsar>)

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

Data updated: 2026-03-12T07:43:40.610Z

Evaluation of Oil Spill Segmentation performance on the SOS Dataset PALSAR, reporting metrics such as mIoU, F1-score, Recall, and Precision.

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 | Oil spill segmentation |
| Dataset (including any stated split) | SOS Dataset PALSAR |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/oil-spill-segmentation-on-sos-dataset-palsar.md?metric=mIoU>): Higher is better; unit: PERCENT.

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

- [Recall](<https://www.sota2.com/research/sota/oil-spill-segmentation-on-sos-dataset-palsar.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/oil-spill-segmentation-on-sos-dataset-palsar.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| OilSAM2 | 84.2 | Not recorded | 69b24872d030084c22e2f7e4 |
| CBD-Net | 83.31 | Not recorded | 69b24872d030084c22e2f7e4 |
| TransOilSeg | 83.08 | Not recorded | 69b24872d030084c22e2f7e4 |
| Medical SAM2 | 82.14 | Not recorded | 69b24872d030084c22e2f7e4 |
| Deeplabv3 | 81.79 | Not recorded | 69b24872d030084c22e2f7e4 |
| U-Net | 81.63 | Not recorded | 69b24872d030084c22e2f7e4 |
| D-LinkNet | 81.58 | Not recorded | 69b24872d030084c22e2f7e4 |

### OilSAM2

mIoU: 84.2. Result ID: 69b26e3e6dbb7075b95cba59.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

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

### CBD-Net

mIoU: 83.31. Result ID: 69b26e3e6dbb7075b95cba56.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

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

### TransOilSeg

mIoU: 83.08. Result ID: 69b26e3e6dbb7075b95cba58.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

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

### Medical SAM2

mIoU: 82.14. Result ID: 69b26e3e6dbb7075b95cba57.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b2f9.md>)

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

### Deeplabv3

mIoU: 81.79. Result ID: 69b26e3e6dbb7075b95cba55.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

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

### U-Net

mIoU: 81.63. Result ID: 69b26e3e6dbb7075b95cba53.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.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.

### D-LinkNet

mIoU: 81.58. Result ID: 69b26e3e6dbb7075b95cba54.

[Reporting paper](<https://www.sota2.com/research/paper/69b24872d030084c22e2f7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea0357e.md>)

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

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