Anomaly Detection on MVTEC 3D-AD

Metric: Segmentation AUPRO (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Segmentation AUPRO▼	Augmentations	Paper	Date↕	Code
1	CDO	93.75	Yes	Collaborative Discrepancy Optimization for Relia...	2023-02-17	Code
2	TransFusion	0.983	No	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
3	Shape-Guided	0.976	Yes	-	-	Code
4	3DSR	0.972	No	Cheating Depth: Enhancing 3D Surface Anomaly Det...	2023-11-02	Code
5	M3DM	0.964	Yes	Multimodal Industrial Anomaly Detection via Hybr...	2023-03-01	Code
6	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (BTF)	0.959	Yes	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
7	TransFusion	0.947	No	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
8	CPMF (2D+3D)	0.9293	Yes	Complementary Pseudo Multimodal Feature for Poin...	2023-03-23	Code
9	CPMF (3D)	0.923	Yes	Complementary Pseudo Multimodal Feature for Poin...	2023-03-23	Code
10	CPMF (2D)	0.9145	Yes	Complementary Pseudo Multimodal Feature for Poin...	2023-03-23	Code
11	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (SIFT)	0.91	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
12	3DSR (3D)	0.907	No	Cheating Depth: Enhancing 3D Surface Anomaly Det...	2023-11-02	Code
13	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (HoG)	0.771	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
14	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (Depth iNet)	0.755	Yes	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
15	Voxel GAN	0.639	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
16	Voxel AE	0.564	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
17	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (NSA)	0.5572	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
18	Voxel VM	0.471	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
19	Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (RaW)	0.442	No	Back to the Feature: Classical 3D Features are (...	2022-03-10	Code
20	Depth VM	0.374	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
21	Depth AE	0.203	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code
22	Depth GAN	0.143	No	The MVTec 3D-AD Dataset for Unsupervised 3D Anom...	2021-12-16	Code