Wake Vortex Center Localization on LOWW (test)
5.15RMSEX-VORTEX (PointNet)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| X-VORTEX (PointNet)Labeled Data Fraction=100%, mode=finetuned2026.02 | 5.15 | — | |
| DGCNN (Single Frame)Labeled Data Fraction=100%2026.02 | 6.33 | — | |
| X-VORTEX (PointNet++)Labeled Data Fraction=100%, mode=finetuned2026.02 | 7.37 | — | |
| X-VORTEX (PointNet)Labeled Data Fraction=10%, mode=finetuned2026.02 | 7.48 | — | |
| X-VORTEX (PointNet)Labeled Data Fraction=1%, mode=finetuned2026.02 | 9.15 | 66.8 | |
| PointNet (Single Frame)Labeled Data Fraction=100%2026.02 | 10.18 | — | |
| X-VORTEX (DGCNN)Labeled Data Fraction=100%, mode=finetuned2026.02 | 10.19 | — | |
| X-VORTEX (PointNet++)Labeled Data Fraction=10%, mode=finetuned2026.02 | 10.62 | — | |
| PointNet++ (Single Frame)Labeled Data Fraction=100%2026.02 | 11.93 | — | |
| X-VORTEX (PointNet++)Labeled Data Fraction=1%, mode=finetuned2026.02 | 15.71 | 43.1 | |
| Supervised PointNet + LSTMLabeled Data Fraction=100%2026.02 | 17.19 | — | |
| X-VORTEX (DGCNN)Labeled Data Fraction=10%, mode=finetuned2026.02 | 17.88 | — | |
| X-VORTEX (DGCNN)Labeled Data Fraction=1%, mode=finetuned2026.02 | 20.02 | 27.5 | |
| YOLOv8Labeled Data Fraction=100%2026.02 | 22.44 | — | |
| PointNet (Single Frame)Labeled Data Fraction=10%2026.02 | 24.54 | — | |
| YOLOv8Labeled Data Fraction=10%2026.02 | 25.23 | — | |
| YOLOv8Labeled Data Fraction=1%2026.02 | 27.61 | — | |
| DGCNN (Single Frame)Labeled Data Fraction=10%2026.02 | 29.19 | — | |
| Standard CNNLabeled Data Fraction=100%2026.02 | 30.1 | — | |
| PointNet++ (Single Frame)Labeled Data Fraction=10%2026.02 | 33.33 | — | |
| Supervised PointNet + LSTMLabeled Data Fraction=10%2026.02 | 34.6 | — | |
| Standard CNNLabeled Data Fraction=10%2026.02 | 35.82 | — | |
| PointNet++ (Single Frame)Labeled Data Fraction=1%2026.02 | 42.18 | — | |
| PointNet (Single Frame)Labeled Data Fraction=1%2026.02 | 43.75 | — | |
| DGCNN (Single Frame)Labeled Data Fraction=1%2026.02 | 49.13 | — | |
| Supervised PointNet + LSTMLabeled Data Fraction=1%2026.02 | 53.14 | — | |
| Standard CNNLabeled Data Fraction=1%2026.02 | 56.78 | — | |
| DBSCAN ClusteringLabeled Data Fraction=1%2026.02 | 117.45 | — | |
| DBSCAN ClusteringLabeled Data Fraction=10%2026.02 | 117.45 | — | |
| DBSCAN ClusteringLabeled Data Fraction=100%2026.02 | 117.45 | — | |
| Intensity CentroidLabeled Data Fraction=1%2026.02 | 118.77 | — | |
| Intensity CentroidLabeled Data Fraction=10%2026.02 | 118.77 | — | |
| Intensity CentroidLabeled Data Fraction=100%2026.02 | 118.77 | — |