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Models/ISMP

ISMP

Reported on 10 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology5 results

Anomaly DetectiononReal 3D-AD
Mean Performance of P. and O. · 2024-12-18
0.7965
best: 0.821 (DUS-Net)
SOTA
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
Anomaly DetectiononReal 3D-AD
Point AUROC· 2024-12-18
0.836
best: 0.898 (GLFM)
SOTA
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
Anomaly DetectiononAnomaly-ShapeNet
O-AUROC· 2024-12-18
0.712
best: 0.909 (MC4AD)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
Anomaly DetectiononAnomaly-ShapeNet
P-AUROC· 2024-12-18
0.691
best: 0.91 (MC4AD)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
Anomaly DetectiononReal 3D-AD
Object AUROC· 2024-12-18
0.757
best: 0.802 (PASDF)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461

Computer Vision5 results

3D Anomaly DetectiononReal 3D-AD
Mean Performance of P. and O. · 2024-12-18
0.7965
best: 0.821 (DUS-Net)
SOTA
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
3D Anomaly DetectiononReal 3D-AD
Point AUROC· 2024-12-18
0.836
best: 0.898 (GLFM)
SOTA
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
3D Anomaly DetectiononAnomaly-ShapeNet
O-AUROC· 2024-12-18
0.712
best: 0.909 (MC4AD)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
3D Anomaly DetectiononAnomaly-ShapeNet
P-AUROC· 2024-12-18
0.691
best: 0.91 (MC4AD)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461
3D Anomaly DetectiononReal 3D-AD
Object AUROC· 2024-12-18
0.757
best: 0.802 (PASDF)
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection arXiv:2412.13461