Anomaly Detection on UniMed
96.335AUCPUniMMAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniMMADPublications=-, Model Category=Unified Multi-modal and Multi-class Model2025.09 | 96.335 | 94.182 | |
| INP-FormerPublications=CVPR2025, Model Category=Specialized Models (One model for one dataset)2025.09 | 96.06 | 94.363 | |
| MambaADPublications=NeurIPS2024, Model Category=Specialized Models (One model for one dataset)2025.09 | 95.977 | 93.678 | |
| ViTADPublications=CVIU2025, Model Category=Specialized Models (One model for one dataset)2025.09 | 95.524 | 93.648 | |
| RDPublications=CVPR2022, Model Category=Specialized Models (One model for one dataset)2025.09 | 93.432 | 91.581 | |
| INP-FormerEvaluation Protocol=Specialized Models (One model for one dataset), Publications=CVPR20252025.09 | 92.67 | 45.477 | |
| UniMMADEvaluation Protocol=Unified Multi-modal and Multi-class Model2025.09 | 92.015 | 44.893 | |
| ViTADEvaluation Protocol=Specialized Models (One model for one dataset), Publications=CVIU20252025.09 | 91.828 | 44.441 | |
| MambaADEvaluation Protocol=Specialized Models (One model for one dataset), Publications=NeurIPS20242025.09 | 91.687 | 42.401 | |
| AA-CLIPEvaluation Protocol=Generalist Models (One model performs all AD tasks without fine-tuning), Publications=CVPR20252025.09 | 90.943 | 40.325 | |
| UniADPublications=NeurIPS2022, Model Category=Specialized Models (One model for one dataset)2025.09 | 90.847 | 90.934 | |
| AdaCLIPEvaluation Protocol=Generalist Models (One model performs all AD tasks without fine-tuning), Publications=ECCV20242025.09 | 90.729 | 42.852 | |
| RDEvaluation Protocol=Specialized Models (One model for one dataset), Publications=CVPR20222025.09 | 90.514 | 40.012 | |
| SimpleNetPublications=CVPR2023, Model Category=Specialized Models (One model for one dataset)2025.09 | 89.422 | 88.515 | |
| MVFAPublications=CVPR2024, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 88.138 | 87.219 | |
| MVFAEvaluation Protocol=Generalist Models (One model performs all AD tasks without fine-tuning), Publications=CVPR20242025.09 | 87.514 | 34.281 | |
| UniADEvaluation Protocol=Specialized Models (One model for one dataset), Publications=NeurIPS20222025.09 | 87.02 | 39.435 | |
| SimpleNetEvaluation Protocol=Specialized Models (One model for one dataset), Publications=CVPR20232025.09 | 86.858 | 39.136 | |
| AdaCLIPPublications=ECCV2024, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 83.845 | 91.247 | |
| AA-CLIPPublications=CVPR2025, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 72.253 | 84.193 |