# Semantic Segmentation on ARIS

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

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

Data updated: 2026-03-10T10:05:52.214Z

Evaluation of Semantic Segmentation performance on the ARIS dataset, reporting Precision and Recall metrics categorized by specific ice types (anchor ice, frazil ice, ice+water).

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) | ARIS |
| Metric | Recall (anchor ice) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Recall (anchor ice)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Recall%20(anchor%20ice)>): Higher is better; unit: PERCENT.

- [Recall (frazil ice)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Recall%20(frazil%20ice)>): Higher is better; unit: PERCENT.

- [Recall (ice+water)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Recall%20(ice%2Bwater)>): Higher is better; unit: PERCENT.

- [Recall (ice+water (fw))](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Recall%20(ice%2Bwater%20(fw))>): Higher is better; unit: PERCENT.

- [Precision (anchor ice)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Precision%20(anchor%20ice)>): Higher is better; unit: PERCENT.

- [Precision (frazil ice)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Precision%20(frazil%20ice)>): Higher is better; unit: PERCENT.

- [Precision (ice+water)](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Precision%20(ice%2Bwater)>): Higher is better; unit: PERCENT.

- [Precision (ice+water (fw))](<https://www.sota2.com/research/sota/semantic-segmentation-on-aris.md?metric=Precision%20(ice%2Bwater%20(fw))>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall (anchor ice) | Result date | Report paper |
| --- | --- | --- | --- |
| P2S-SEG | 82.7 | Not recorded | 699fd3712d603e6de3e3be24 |
| SegNet | 82.31 | Not recorded | 699fd3712d603e6de3e3be24 |
| DenseNet | 76.96 | Not recorded | 699fd3712d603e6de3e3be24 |
| Deeplab | 74.46 | Not recorded | 699fd3712d603e6de3e3be24 |
| UNet | 73.75 | Not recorded | 699fd3712d603e6de3e3be24 |
| SVM | 61.54 | Not recorded | 699fd3712d603e6de3e3be24 |

### P2S-SEG

Recall (anchor ice): 82.7. Result ID: 69afecf56dbb7075b958d52c.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

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

### SegNet

Recall (anchor ice): 82.31. Result ID: 69afecf56dbb7075b958d52b.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d21e209131cea1e5e8.md>)

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

### DenseNet

Recall (anchor ice): 76.96. Result ID: 69afecf56dbb7075b958d52a.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d21e209131cea1e5e8.md>)

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

### Deeplab

Recall (anchor ice): 74.46. Result ID: 69afecf56dbb7075b958d528.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d21e209131cea1e5e8.md>)

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

### UNet

Recall (anchor ice): 73.75. Result ID: 69afecf56dbb7075b958d529.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d21e209131cea1e5e8.md>)

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

### SVM

Recall (anchor ice): 61.54. Result ID: 69afecf56dbb7075b958d527.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3712d603e6de3e3be24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d21e209131cea1e5e8.md>)

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

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