Anomaly Detection on Anomaly-ShapeNet

Metric: O-AUROC (higher is better)

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#	Model↕	O-AUROC▼	Augmentations	Paper	Date↕	Code
1	MC4AD	0.909	Yes	Examining the Source of Defects from a Mechanica...	2025-05-09	Code
2	PASDF	0.9	No	Bridging 3D Anomaly Localization and Repair via ...	2025-05-30	-
3	MC3D-AD	0.842	No	MC3D-AD: A Unified Geometry-aware Reconstruction...	2025-05-04	-
4	PO3AD	0.839	No	PO3AD: Predicting Point Offsets toward Better 3D...	2024-12-17	-
5	DUS-Net	0.797	No	Taming Anomalies with Down-Up Sampling Networks:...	2025-07-05	-
6	R3D-AD	0.749	No	R3D-AD: Reconstruction via Diffusion for 3D Anom...	2024-07-15	Code
7	ISMP	0.712	No	Look Inside for More: Internal Spatial Modality ...	2024-12-18	Code
8	IMRNet	0.661	Yes	Towards Scalable 3D Anomaly Detection and Locali...	2023-11-25	Code

#1MC4ADSOTA
0.909
O-AUROC· Augmentations· 2025-05-09
Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection Code
#2PASDF
0.9
O-AUROC· 2025-05-30
Bridging 3D Anomaly Localization and Repair via High-Quality Continuous Geometric Representation
#3MC3D-ADSOTA
0.842
O-AUROC· 2025-05-04
MC3D-AD: A Unified Geometry-aware Reconstruction Model for Multi-category 3D Anomaly Detection
#4PO3ADSOTA
0.839
O-AUROC· 2024-12-17
PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection
#5DUS-Net
0.797
O-AUROC· 2025-07-05
Taming Anomalies with Down-Up Sampling Networks: Group Center Preserving Reconstruction for 3D Anomaly Detection
#6R3D-ADSOTA
0.749
O-AUROC· 2024-07-15
R3D-AD: Reconstruction via Diffusion for 3D Anomaly Detection Code
#7ISMP
0.712
O-AUROC· 2024-12-18
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection Code
#8IMRNetSOTA
0.661
O-AUROC· Augmentations· 2023-11-25
Towards Scalable 3D Anomaly Detection and Localization: A Benchmark via 3D Anomaly Synthesis and A Self-Supervised Learning Network Code