# Keyhole Segmentation on L-PBF keyhole dataset Average Performance (full dataset)

Source: [Keyhole Segmentation on L-PBF keyhole dataset Average Performance (full dataset)](<https://www.sota2.com/research/sota/keyhole-segmentation-on-l-pbf-keyhole-dataset-average-performance-full-dataset>)

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

Data updated: 2026-06-16T09:36:44.920Z

Evaluation of Keyhole Segmentation performance on the Average Performance setting of the L-PBF keyhole dataset, reporting metrics including IoU, F1, Precision, and Accuracy.

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 | Keyhole Segmentation |
| Dataset (including any stated split) | L-PBF keyhole dataset Average Performance (full dataset) |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [IoU](<https://www.sota2.com/research/sota/keyhole-segmentation-on-l-pbf-keyhole-dataset-average-performance-full-dataset.md?metric=IoU>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/keyhole-segmentation-on-l-pbf-keyhole-dataset-average-performance-full-dataset.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/keyhole-segmentation-on-l-pbf-keyhole-dataset-average-performance-full-dataset.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/keyhole-segmentation-on-l-pbf-keyhole-dataset-average-performance-full-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| SAM 2.1 | 82.5 | Not recorded | 6a30d900d33dfb23e783d14a |
| MOSAIC | 81.1 | Not recorded | 6a30d900d33dfb23e783d14a |
| YOLO | 80.6 | Not recorded | 6a30d900d33dfb23e783d14a |
| YOLO | 78.5 | Not recorded | 6a30d900d33dfb23e783d14a |
| SAM 2.1 | 77 | Not recorded | 6a30d900d33dfb23e783d14a |

### SAM 2.1

IoU: 82.5. Result ID: 6a311918fbc373592c2dcfc7.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Prompting mode":"manual"}. This record does not assert independent reproduction.

### MOSAIC

IoU: 81.1. Result ID: 6a311918fbc373592c2dcfc4.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

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

### YOLO

IoU: 80.6. Result ID: 6a311918fbc373592c2dcfc5.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a21068ec10484bac23f014a.md>)

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

Recorded evaluation configuration: {"Evaluation split":"training"}. This record does not assert independent reproduction.

### YOLO

IoU: 78.5. Result ID: 6a311918fbc373592c2dcfc6.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a21068ec10484bac23f014a.md>)

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

Recorded evaluation configuration: {"Evaluation split":"testing"}. This record does not assert independent reproduction.

### SAM 2.1

IoU: 77. Result ID: 6a311918fbc373592c2dcfc8.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Prompting mode":"auto"}. This record does not assert independent reproduction.

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