# Marine Debris Segmentation on MARIDA (test)

Source: [Marine Debris Segmentation on MARIDA (test)](<https://www.sota2.com/research/sota/marine-debris-segmentation-on-marida-test>)

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

Data updated: 2026-04-10T09:08:29.257Z

Evaluation of Marine Debris Segmentation performance on the test split of the MARIDA dataset, reporting Pixel Accuracy (PA), mean Intersection over Union (mIoU), and Macro 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 | Marine Debris Segmentation |
| Dataset (including any stated split) | MARIDA (test) |
| Metric | Pixel Accuracy |
| 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

- [Pixel Accuracy](<https://www.sota2.com/research/sota/marine-debris-segmentation-on-marida-test.md?metric=Pixel%20Accuracy>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/marine-debris-segmentation-on-marida-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/marine-debris-segmentation-on-marida-test.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pixel Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OceanMAE | 77 | Not recorded | 69d884307d0172140ec77b40 |
| OceanMAE | 72 | Not recorded | 69d884307d0172140ec77b40 |
| UNet | 69 | Not recorded | 69d884307d0172140ec77b40 |
| OceanMAE | 69 | Not recorded | 69d884307d0172140ec77b40 |
| FGMAE | 55 | Not recorded | 69d884307d0172140ec77b40 |
| SatMAE | 54 | Not recorded | 69d884307d0172140ec77b40 |
| SSL4EO | 51 | Not recorded | 69d884307d0172140ec77b40 |

### OceanMAE

Pixel Accuracy: 77. Result ID: 69d8be0647f34ce924c1d2e6.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Initialization strategy":"Fully Finetuned (FF)"}. This record does not assert independent reproduction.

### OceanMAE

Pixel Accuracy: 72. Result ID: 69d8be0647f34ce924c1d2e2.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Initialization strategy":"Frozen Embedding (FE)"}. This record does not assert independent reproduction.

### UNet

Pixel Accuracy: 69. Result ID: 69d8be0647f34ce924c1d2e0.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Initialization strategy":"Default"}. This record does not assert independent reproduction.

### OceanMAE

Pixel Accuracy: 69. Result ID: 69d8be0647f34ce924c1d2e1.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Initialization strategy":"Random"}. This record does not assert independent reproduction.

### FGMAE

Pixel Accuracy: 55. Result ID: 69d8be0647f34ce924c1d2e4.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e960.md>)

[Implementation](<https://github.com/zhu-xlab/FGMAE>)

Recorded evaluation configuration: {"Initialization strategy":"Fully Finetuned (FF)"}. This record does not assert independent reproduction.

### SatMAE

Pixel Accuracy: 54. Result ID: 69d8be0647f34ce924c1d2e3.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: {"Initialization strategy":"Fully Finetuned (FF)"}. This record does not assert independent reproduction.

### SSL4EO

Pixel Accuracy: 51. Result ID: 69d8be0647f34ce924c1d2e5.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Initialization strategy":"Fully Finetuned (FF)"}. This record does not assert independent reproduction.

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