Anomaly Detection on MVTEC 3D-AD

Metric: Detection AUCROC (higher is better)

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#	Model↕	Detection AUCROC▼	Augmentations	Paper	Date↕	Code
1	TransFusion	0.982	No	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
2	3DSR	0.978	No	Cheating Depth: Enhancing 3D Surface Anomaly Det...	2023-11-02	Code
3	Shape-Guided	0.947	Yes	-	-	Code
4	M3DM	0.945	Yes	Multimodal Industrial Anomaly Detection via Hybr...	2023-03-01	Code
5	AST	0.937	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
6	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (BTF)	0.865	Yes	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
7	Voxel VM	0.609	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
8	Voxel AE	0.538	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
9	Voxel GAN	0.517	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code

#1TransFusionSOTA
0.982
Detection AUCROC· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#23DSRSOTA
0.978
Detection AUCROC· 2023-11-02
Cheating Depth: Enhancing 3D Surface Anomaly Detection via Depth Simulation Code
#3Shape-Guided
0.947
Detection AUCROC· Augmentations
No paperCode
#4M3DMSOTA
0.945
Detection AUCROC· Augmentations· 2023-03-01
Multimodal Industrial Anomaly Detection via Hybrid Fusion Code
#5ASTSOTA
0.937
Detection AUCROC· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#6Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (BTF)SOTA
0.865
Detection AUCROC· Augmentations· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#7Voxel VMSOTA
0.609
Detection AUCROC· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#8Voxel AE
0.538
Detection AUCROC· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#9Voxel GAN
0.517
Detection AUCROC· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code