# Oil-Spill Detection on OSCD (test)

Source: [Oil-Spill Detection on OSCD (test)](<https://www.sota2.com/research/sota/oil-spill-detection-on-oscd-test>)

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

Data updated: 2026-02-26T05:54:07.276Z

Evaluation of Oil-Spill Detection performance on the test split of the OSCD dataset, reporting metrics such as OSIoU, Precision, Recall, 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 | Oil-Spill Detection |
| Dataset (including any stated split) | OSCD (test) |
| Metric | OSIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [OSIoU](<https://www.sota2.com/research/sota/oil-spill-detection-on-oscd-test.md?metric=OSIoU>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | OSIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DDLNet | 82.94 | Not recorded | 695c970353fdd5c361743713 |
| FC-Conc | 79.58 | Not recorded | 695c970353fdd5c361743713 |
| ChangeStar | 67.78 | Not recorded | 695c970353fdd5c361743713 |
| OSDMamba | 65.59 | Not recorded | 695c970353fdd5c361743713 |
| TransOilSeg | 62.41 | Not recorded | 695c970353fdd5c361743713 |
| DeepLabv3+ | 53.38 | Not recorded | 695c970353fdd5c361743713 |
| CGNet | 43.47 | Not recorded | 695c970353fdd5c361743713 |
| YOLOv8-SAM | 41.84 | Not recorded | 695c970353fdd5c361743713 |
| Baseline | 23.12 | Not recorded | 695c970353fdd5c361743713 |

### DDLNet

OSIoU: 82.94. Result ID: 6997e7c85698665ec440fa3b.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e352.md>)

[Implementation](<https://github.com/xwmaxwma/rschange>)

Recorded evaluation configuration: {"Paradigm":"Change Detection"}. This record does not assert independent reproduction.

### FC-Conc

OSIoU: 79.58. Result ID: 6997e7c85698665ec440fa3a.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fd1e209131cea07a6b.md>)

Recorded evaluation configuration: {"Paradigm":"Change Detection"}. This record does not assert independent reproduction.

### ChangeStar

OSIoU: 67.78. Result ID: 6997e7c85698665ec440fa39.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d51e209131cea4d840.md>)

[Implementation](<https://github.com/Z-Zheng/ChangeStar>)

Recorded evaluation configuration: {"Paradigm":"Change Detection"}. This record does not assert independent reproduction.

### OSDMamba

OSIoU: 65.59. Result ID: 6997e7c85698665ec440fa37.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea80955.md>)

Recorded evaluation configuration: {"Paradigm":"Segmentation"}. This record does not assert independent reproduction.

### TransOilSeg

OSIoU: 62.41. Result ID: 6997e7c85698665ec440fa36.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

Recorded evaluation configuration: {"Paradigm":"Segmentation"}. This record does not assert independent reproduction.

### DeepLabv3+

OSIoU: 53.38. Result ID: 6997e7c85698665ec440fa35.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

Recorded evaluation configuration: {"Paradigm":"Segmentation"}. This record does not assert independent reproduction.

### CGNet

OSIoU: 43.47. Result ID: 6997e7c85698665ec440fa38.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72db1e209131cea58f41.md>)

Recorded evaluation configuration: {"Paradigm":"Change Detection"}. This record does not assert independent reproduction.

### YOLOv8-SAM

OSIoU: 41.84. Result ID: 6997e7c85698665ec440fa34.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765c1e209131cea6c9e9.md>)

Recorded evaluation configuration: {"Paradigm":"Segmentation"}. This record does not assert independent reproduction.

### Baseline

OSIoU: 23.12. Result ID: 6997e7c85698665ec440fa33.

[Reporting paper](<https://www.sota2.com/research/paper/695c970353fdd5c361743713.md>)

Recorded evaluation configuration: {"Paradigm":"Non-learning"}. This record does not assert independent reproduction.

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