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SotA/Methodology/Anomaly Detection/MVTEC 3D-AD

Anomaly Detection on MVTEC 3D-AD

Metric: Segmentation AUROC (higher is better)

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#Model↕Segmentation AUROC▼AugmentationsPaperDate↕Code
1AST97.6YesAsymmetric Student-Teacher Networks for Industri...2022-10-14Code
2GLFM0.979No--Code
3CPMF (2D+3D)0.9781YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
4CPMF (2D+3D)0.9781YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
5Shape-Guided (only SDF)0.978No--Code
6CPMF (3D)0.978YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
7Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (FPFH)0.978NoBack to the Feature: Classical 3D Features are (...2022-03-10Code
8CPMF (3D)0.978YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
9Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (SIFT)0.974NoBack to the Feature: Classical 3D Features are (...2022-03-10Code
10CPMF (2D)0.973YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
11CPMF (2D)0.973YesComplementary Pseudo Multimodal Feature for Poin...2023-03-23Code
12MC4AD0.946YesExamining the Source of Defects from a Mechanica...2025-05-09Code
13Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (HoG)0.93NoBack to the Feature: Classical 3D Features are (...2022-03-10Code
14Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (Depth iNet)0.93YesBack to the Feature: Classical 3D Features are (...2022-03-10Code
15Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (NSA)0.817NoBack to the Feature: Classical 3D Features are (...2022-03-10Code
16Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection (RaW)0.771NoBack to the Feature: Classical 3D Features are (...2022-03-10Code