Anomaly Detection on Inline-Food-Inspection-THz one-class setting
0.986Total AUROCBeer-Lambert guided representation learning
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Beer-Lambert guided representation learningYear=not specified, Evaluation Setting=one-class2026.06 | 0.986 | 0.951 | 0.93 | 1 | 0.986 | 0.993 | 0.972 | 1 | 0.986 | 0.968 | |
| EfficientADYear=2024, Evaluation Setting=one-class2026.06 | 0.983 | 0.94 | 0.907 | 0.993 | 0.959 | 1 | 0.986 | 1 | 0.986 | 0.959 | |
| PatchCoreYear=2022, Evaluation Setting=one-class2026.06 | 0.977 | 0.993 | 0.959 | 0.961 | 0.959 | 0.956 | 0.959 | 1 | 0.986 | 0.966 | |
| EfficientADYear=2024, LOFO setting=true2026.06 | 0.975 | — | — | — | — | — | — | — | — | 0.925 | |
| Beer-Lambert guided representation learningLOFO setting=true2026.06 | 0.935 | — | — | — | — | — | — | — | — | 0.917 | |
| PaDiMYear=2021, Evaluation Setting=one-class2026.06 | 0.93 | 0.949 | 0.972 | 0.851 | 0.932 | 0.924 | 0.959 | 0.998 | 0.972 | 0.959 | |
| Reverse DistillationYear=2022, Evaluation Setting=one-class2026.06 | 0.916 | 0.993 | 0.959 | 0.991 | 0.972 | 0.679 | 0.843 | 1 | 0.986 | 0.94 | |
| Beer-Lambert guided representation learningLOFO setting=true2026.06 | 0.884 | — | — | — | — | — | — | — | — | 0.879 | |
| EfficientADYear=2024, LOFO setting=true2026.06 | 0.865 | — | — | — | — | — | — | — | — | 0.84 | |
| Reverse DistillationYear=2022, LOFO setting=true2026.06 | 0.829 | — | — | — | — | — | — | — | — | 0.753 | |
| PatchCoreYear=2022, LOFO setting=true2026.06 | 0.812 | — | — | — | — | — | — | — | — | 0.759 | |
| UniNetYear=2025, Evaluation Setting=one-class2026.06 | 0.744 | 0.898 | 0.907 | 0.694 | 0.864 | 0.697 | 0.843 | 0.687 | 0.843 | 0.864 | |
| PatchCoreYear=2022, LOFO setting=true2026.06 | 0.743 | — | — | — | — | — | — | — | — | 0.725 | |
| PaDiMYear=2021, LOFO setting=true2026.06 | 0.725 | — | — | — | — | — | — | — | — | 0.757 | |
| Reverse DistillationYear=2022, LOFO setting=true2026.06 | 0.718 | — | — | — | — | — | — | — | — | 0.745 | |
| SupersimpleNetYear=2024, LOFO setting=true2026.06 | 0.67 | — | — | — | — | — | — | — | — | 0.715 | |
| PaDiMYear=2021, LOFO setting=true2026.06 | 0.622 | — | — | — | — | — | — | — | — | 0.712 | |
| SupersimpleNetYear=2024, LOFO setting=true2026.06 | 0.606 | — | — | — | — | — | — | — | — | 0.681 | |
| UniNetYear=2025, LOFO setting=true2026.06 | 0.441 | — | — | — | — | — | — | — | — | 0.654 | |
| UniNetYear=2025, LOFO setting=true2026.06 | 0.422 | — | — | — | — | — | — | — | — | 0.655 | |
| SupersimpleNetYear=2024, Evaluation Setting=one-class2026.06 | 0.326 | 0.641 | 0.843 | 0.047 | 0.843 | 0.567 | 0.843 | 0.05 | 0.843 | 0.843 |