Unknown sample identification on Synthetic
0.928AUROCSASep
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SASepBackbone=PointNet++2025.06 | 0.928 | 0.291 | |
| SASepBackbone=DGCNN2025.06 | 0.925 | 0.287 | |
| SubArcFaceBackbone=DGCNN2025.06 | 0.893 | 0.48 | |
| CE (L2)Backbone=DGCNN2025.06 | 0.891 | 0.436 | |
| CE (L2)Backbone=PointNet++2025.06 | 0.886 | 0.442 | |
| NFBackbone=DGCNN2025.06 | 0.885 | 0.467 | |
| ReActBackbone=DGCNN2025.06 | 0.884 | 0.439 | |
| Cosine protoBackbone=PointNet++2025.06 | 0.869 | 0.557 | |
| Cosine protoBackbone=DGCNN2025.06 | 0.865 | 0.489 | |
| ODINBackbone=DGCNN2025.06 | 0.863 | 0.513 | |
| MLSBackbone=DGCNN2025.06 | 0.862 | 0.518 | |
| EnergyBackbone=DGCNN2025.06 | 0.862 | 0.517 | |
| ReActBackbone=PointNet++2025.06 | 0.861 | 0.529 | |
| MSPBackbone=DGCNN2025.06 | 0.852 | 0.632 | |
| OE+mixupBackbone=DGCNN2025.06 | 0.852 | 0.565 | |
| ARPL+CSBackbone=DGCNN2025.06 | 0.844 | 0.736 | |
| SupConBackbone=DGCNN2025.06 | 0.843 | 0.645 | |
| SubArcFaceBackbone=PointNet++2025.06 | 0.837 | 0.581 | |
| SupConBackbone=PointNet++2025.06 | 0.832 | 0.629 | |
| EnergyBackbone=PointNet++2025.06 | 0.82 | 0.618 | |
| MLSBackbone=PointNet++2025.06 | 0.819 | 0.618 | |
| MSPBackbone=PointNet++2025.06 | 0.813 | 0.71 | |
| NFBackbone=PointNet++2025.06 | 0.812 | 0.667 | |
| ODINBackbone=PointNet++2025.06 | 0.805 | 0.643 | |
| ARPL+CSBackbone=PointNet++2025.06 | 0.803 | 0.678 | |
| OE+mixupBackbone=PointNet++2025.06 | 0.801 | 0.699 | |
| VAEBackbone=DGCNN2025.06 | 0.77 | 0.642 | |
| GradNormBackbone=DGCNN2025.06 | 0.729 | 0.766 | |
| GradNormBackbone=PointNet++2025.06 | 0.626 | 0.833 |