# Vision-to-Chart buoy association on ATON (test)

Source: [Vision-to-Chart buoy association on ATON (test)](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test>)

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

Data updated: 2026-05-25T07:37:13.240Z

Evaluation of model performance on the test split of the ATON dataset for the task of Vision-to-Chart buoy association, measured using Precision (P), Recall (R), F1 score, and Mean IoU (mIoU).

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 | Vision-to-Chart buoy association |
| Dataset (including any stated split) | ATON (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Precision](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Overall Score](<https://www.sota2.com/research/sota/vision-to-chart-buoy-association-on-aton-test.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| QueryMLP | 85.63 | Not recorded | 6a13d7846f71c5ae7dc9e84e |

### QueryMLP

Precision: 85.63. Result ID: 6a13fa4afbc373592c0acc26.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7846f71c5ae7dc9e84e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7846f71c5ae7dc9e84e.md>)

Recorded evaluation configuration: {"split":"test","rank":"2nd place","logit bias":"-0.5"}. This record does not assert independent reproduction.

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