Unknown sample identification on Synthetic-to-Real
79.7AUROCSASep
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SASepBackbone=PointNet++2025.06 | 79.7 | 67.5 | |
| Cosine protoBackbone=PointNet++2025.06 | 78.2 | 76.1 | |
| SASepBackbone=DGCNN2025.06 | 77.9 | 75.4 | |
| CE (L2)Backbone=PointNet++2025.06 | 77.7 | 82.3 | |
| SubArcFaceBackbone=PointNet++2025.06 | 76.9 | 83.8 | |
| NFBackbone=PointNet++2025.06 | 76.4 | 84.3 | |
| ODINBackbone=PointNet++2025.06 | 76 | 80.8 | |
| MSPBackbone=PointNet++2025.06 | 75.6 | 83.2 | |
| ARPL+CSBackbone=PointNet++2025.06 | 75.4 | 82.1 | |
| MLSBackbone=PointNet++2025.06 | 74.8 | 81.7 | |
| EnergyBackbone=PointNet++2025.06 | 74.8 | 82.4 | |
| ReActBackbone=PointNet++2025.06 | 74.6 | 81.4 | |
| GradNormBackbone=PointNet++2025.06 | 73 | 83.2 | |
| SubArcFaceBackbone=DGCNN2025.06 | 71.6 | 86.7 | |
| NFBackbone=DGCNN2025.06 | 71.3 | 82.3 | |
| PointCaMBackbone=DGCNN2025.06 | 71.1 | 86.6 | |
| ARPL+CSBackbone=DGCNN2025.06 | 67.1 | 89.8 | |
| MSPBackbone=DGCNN2025.06 | 66.7 | 90.6 | |
| CE (L2)Backbone=DGCNN2025.06 | 66.1 | 89.2 | |
| MLSBackbone=DGCNN2025.06 | 65.7 | 90.5 | |
| ODINBackbone=DGCNN2025.06 | 65.7 | 90.6 | |
| OE+mixupBackbone=PointNet++2025.06 | 65.7 | 91.6 | |
| EnergyBackbone=DGCNN2025.06 | 65.6 | 90.8 | |
| ReActBackbone=DGCNN2025.06 | 65.6 | 90.5 | |
| OE+mixupBackbone=DGCNN2025.06 | 65.3 | 90.8 | |
| GradNormBackbone=DGCNN2025.06 | 63.4 | 91.5 | |
| VAEBackbone=DGCNN2025.06 | 63.3 | 84.6 | |
| Cosine protoBackbone=DGCNN2025.06 | 57.9 | 91 |