# Ice Concentration Estimation on ARIS Source: [Ice Concentration Estimation on ARIS]() Collection index: [llms.txt]() Data updated: 2026-03-10T10:05:52.239Z Evaluation of models estimating ice concentration (anchor ice and frazil ice) on the ARIS dataset, typically measured using Median MAE. 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 | Ice Concentration Estimation | | Dataset (including any stated split) | ARIS | | Metric | Median MAE (%) (Anchor Ice) | | Unit | PERCENT | | Direction | Lower 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 - [Median MAE (%) (Anchor Ice)](): Lower is better; unit: PERCENT. - [Median MAE (%) (Frazil Ice)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Median MAE (%) (Anchor Ice) | Result date | Report paper | | --- | --- | --- | --- | | Deeplab | 4.71 | Not recorded | 699fd3712d603e6de3e3be24 | | P2S-SEG | 5.34 | Not recorded | 699fd3712d603e6de3e3be24 | | SegNet | 6.48 | Not recorded | 699fd3712d603e6de3e3be24 | | UNet | 6.51 | Not recorded | 699fd3712d603e6de3e3be24 | | DenseNet | 7.24 | Not recorded | 699fd3712d603e6de3e3be24 | | SVM | 8.37 | Not recorded | 699fd3712d603e6de3e3be24 | ### Deeplab Median MAE (%) (Anchor Ice): 4.71. Result ID: 69afecf56dbb7075b958d52e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P2S-SEG Median MAE (%) (Anchor Ice): 5.34. Result ID: 69afecf56dbb7075b958d532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegNet Median MAE (%) (Anchor Ice): 6.48. Result ID: 69afecf56dbb7075b958d531. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNet Median MAE (%) (Anchor Ice): 6.51. Result ID: 69afecf56dbb7075b958d52f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DenseNet Median MAE (%) (Anchor Ice): 7.24. Result ID: 69afecf56dbb7075b958d530. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM Median MAE (%) (Anchor Ice): 8.37. Result ID: 69afecf56dbb7075b958d52d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.