Anomaly Detection 벤치마크
Anomaly Detection on InsPLAD
Detection AUROC
- 2020-08-28 — DifferNet: Detection AUROC 92.46
- 2023-11-05 — AttentDifferNet (SENet-AlexNet): Detection AUROC 94.34
| Rank | Model | Detection AUROC | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | AttentDifferNet (SENet-AlexNet) | 94.34 | Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study | andreluizbvs/insplad | 2023 |
| 2 | DifferNet | 92.46 | Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows | marco-rudolph/differnet · kuangzijian/Computer-Vision-and-Normalizing-Flow-Based-Defect-Detection · MattSkiff/cow_flow | 2020 |
| 3 | RD++ (CBAM-ResNet-18) | 90.75 | Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study | andreluizbvs/insplad | 2023 |
| 4 | RD++ (SENet-ResNet-18) | 90.32 | Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study | andreluizbvs/insplad | 2023 |
| 5 | RD++ (ResNet-18) | 90.07 | Revisiting Reverse Distillation for Anomaly Detection | tientrandinh/revisiting-reverse-distillation | 2023 |