MMAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Reasoning | MMAD | Average Score91.2 | 38 | |
| Industrial Anomaly Detection | MMAD | Anomaly Discrimination95.24 | 30 | |
| Industrial Anomaly Detection | MMAD one-shot 1.0 (test) | Anomaly Discrimination Score95.24 | 29 | |
| Anomaly Detection Question Answering | MMAD VisA domain | Discrimination Score88.2 | 19 | |
| Binary classification | MMAD | Average Score97.62 | 19 | |
| Multimodal Anomaly Detection | MMAD 1-shot | Anomaly Discrimination95.24 | 16 | |
| Open-Ended QA | MMAD | Industrial Components Score88.75 | 12 | |
| Open-Ended Question Answering | MMAD (test) | ROUGE-10.7026 | 12 | |
| Discriminative QA | MMAD | Industrial Components Score89.37 | 12 | |
| Anomaly Localization | MMAD-BBox 1-shot | mIoU25.3 | 7 | |
| Industrial Anomaly Understanding | MMAD 1.0 (test) | Anomaly Detection Score75.2 | 6 |
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