Anomaly Detection on CheXpert (test)
0.885AUROCPPAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PPAD2024.05 | 0.885 | 0.827 | 0.82 | |
| CheXzeroreproduced=true2024.05 | 0.877 | 0.774 | 0.797 | |
| CoOpreproduced=true2024.05 | 0.87 | 0.804 | 0.792 | |
| MaPLereproduced=true2024.05 | 0.863 | 0.795 | 0.796 | |
| Xplainerreproduced=true2024.05 | 0.836 | 0.756 | 0.756 | |
| SIMSID2026.03 | 0.797 | — | — | |
| PDD2026.03 | 0.791 | — | — | |
| SQUID2024.05 | 0.781 | 0.719 | 0.759 | |
| SQUID2026.03 | 0.781 | — | — | |
| MediCLIPk=322024.05 | 0.733 | — | — | |
| MediCLIPk=162024.05 | 0.725 | — | — | |
| RD4AD2026.03 | 0.719 | — | — | |
| CutPastek=322024.05 | 0.714 | — | — | |
| MediCLIPk=82024.05 | 0.708 | — | — | |
| MediCLIPk=42024.05 | 0.701 | — | — | |
| M-KD2024.05 | 0.698 | 0.66 | 0.636 | |
| SQUIDk=322024.05 | 0.694 | — | — | |
| Skip-TS2026.03 | 0.687 | — | — | |
| PANDA2024.05 | 0.686 | 0.664 | 0.653 | |
| SQUIDk=162024.05 | 0.676 | — | — | |
| SimpleNetk=322024.05 | 0.676 | — | — | |
| AnoDDPMk=322024.05 | 0.669 | — | — | |
| SQUIDk=82024.05 | 0.666 | — | — | |
| SQUIDk=42024.05 | 0.66 | — | — | |
| f-AnoGAN2026.03 | 0.658 | — | — | |
| SimpleNetk=162024.05 | 0.656 | — | — | |
| RegADk=322024.05 | 0.656 | — | — | |
| CutPaste2024.05 | 0.655 | 0.627 | 0.603 | |
| CutPaste2026.03 | 0.655 | — | — | |
| CutPastek=162024.05 | 0.652 | — | — | |
| CutPastek=82024.05 | 0.65 | — | — | |
| PatchCorek=162024.05 | 0.646 | — | — | |
| PatchCorek=322024.05 | 0.643 | — | — | |
| SimpleNetk=82024.05 | 0.638 | — | — | |
| CutPastek=42024.05 | 0.636 | — | — | |
| SimpleNetk=42024.05 | 0.635 | — | — | |
| PatchSVDDk=162024.05 | 0.627 | — | — | |
| RegADk=82024.05 | 0.62 | — | — | |
| PatchSVDDk=322024.05 | 0.617 | — | — | |
| PatchSVDDk=82024.05 | 0.613 | — | — | |
| RegADk=162024.05 | 0.602 | — | — | |
| PatchCorek=42024.05 | 0.6 | — | — | |
| PatchCorek=82024.05 | 0.599 | — | — | |
| RegADk=42024.05 | 0.598 | — | — | |
| AnoDDPMk=162024.05 | 0.597 | — | — | |
| PatchSVDDk=42024.05 | 0.575 | — | — | |
| AnoDDPMk=82024.05 | 0.573 | — | — | |
| AnoDDPMk=42024.05 | 0.558 | — | — | |
| MemAE2024.05 | 0.543 | 0.556 | 0.533 |