Anomaly Detection on Anomaly-ShapeNet10

Metric: O-AUROC (higher is better)

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#	Model↕	O-AUROC▼	Augmentations	Paper	Date↕	Code
1	MC4AD	0.888	Yes	Examining the Source of Defects from a Mechanica...	2025-05-09	Code
2	PatchCore (FPFH)	0.884	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
3	BTF (FPFH)	0.632	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
4	M3DM	0.574	No	Multimodal Industrial Anomaly Detection via Hybr...	2023-03-01	Code
5	PatchCore (PointMAE)	0.574	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
6	Reg3D-AD	0.533	No	Real3D-AD: A Dataset of Point Cloud Anomaly Dete...	2023-09-23	Code
7	BTF (Raw)	0.5	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code

#1MC4ADSOTA
0.888
O-AUROC· Augmentations· 2025-05-09
Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection Code
#2PatchCore (FPFH)SOTA
0.884
O-AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#3BTF (FPFH)
0.632
O-AUROC· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#4M3DM
0.574
O-AUROC· 2023-03-01
Multimodal Industrial Anomaly Detection via Hybrid Fusion Code
#5PatchCore (PointMAE)
0.574
O-AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#6Reg3D-AD
0.533
O-AUROC· 2023-09-23
Real3D-AD: A Dataset of Point Cloud Anomaly Detection Code
#7BTF (Raw)
0.5
O-AUROC· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code