Anomaly Detection on MVTEC 3D-AD

Metric: Segmentation AUPRO (higher is better)

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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

#1CDOSOTA
93.75
Segmentation AUPRO· Augmentations· 2023-02-17
Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization Code
#2TransFusion
0.983
Segmentation AUPRO· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#3Shape-Guided
0.976
Segmentation AUPRO· Augmentations
No paperCode
#43DSR
0.972
Segmentation AUPRO· 2023-11-02
Cheating Depth: Enhancing 3D Surface Anomaly Detection via Depth Simulation Code
#5M3DM
0.964
Segmentation AUPRO· Augmentations· 2023-03-01
Multimodal Industrial Anomaly Detection via Hybrid Fusion Code
#6Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (BTF)SOTA
0.959
Segmentation AUPRO· Augmentations· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#7TransFusion
0.947
Segmentation AUPRO· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#8CPMF (2D+3D)
0.9293
Segmentation AUPRO· Augmentations· 2023-03-23
Complementary Pseudo Multimodal Feature for Point Cloud Anomaly Detection Code
#9CPMF (3D)
0.923
Segmentation AUPRO· Augmentations· 2023-03-23
Complementary Pseudo Multimodal Feature for Point Cloud Anomaly Detection Code
#10CPMF (2D)
0.9145
Segmentation AUPRO· Augmentations· 2023-03-23
Complementary Pseudo Multimodal Feature for Point Cloud Anomaly Detection Code
#11Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (SIFT)
0.91
Segmentation AUPRO· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#123DSR (3D)
0.907
Segmentation AUPRO· 2023-11-02
Cheating Depth: Enhancing 3D Surface Anomaly Detection via Depth Simulation Code
#13Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (HoG)
0.771
Segmentation AUPRO· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#14Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (Depth iNet)
0.755
Segmentation AUPRO· Augmentations· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#15Voxel GANSOTA
0.639
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#16Voxel AE
0.564
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#17Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (NSA)
0.5572
Segmentation AUPRO· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#18Voxel VM
0.471
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#19Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (RaW)
0.442
Segmentation AUPRO· 2022-03-10
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Code
#20Depth VM
0.374
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#21Depth AE
0.203
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code
#22Depth GAN
0.143
Segmentation AUPRO· 2021-12-16
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Code