Metric: Detection AUCROC (higher is better)
| # | 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 |