Anomaly Detection on Aggregate Anomaly Detection Datasets (Mvtec-AD, BMAD, Real3D-AD) (last stage)
88.38AccuracyMulti-task
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Multi-tasklearning_paradigm=Multi-task2026.07 | 88.38 | 90.13 | 83.83 | 86.18 | 87.13 | |
| CL-Anomaly2026.07 | 85.61 | 89.61 | 78 | 82.51 | 83.93 | |
| CL-MoE2026.07 | 78.08 | 85.51 | 66.3 | 73.47 | 75.84 | |
| LoRA2026.07 | 77.98 | 87.65 | 66.16 | 74.74 | 76.63 | |
| MoELoRA2026.07 | 77.84 | 87.41 | 64.84 | 72.95 | 75.76 | |
| Zero-shotevaluation_mode=Zero-shot2026.07 | 73.99 | 80.46 | 65.39 | 69.52 | 72.34 | |
| HiDe-LLaVA2026.07 | 73.32 | 71.14 | 67.75 | 68.61 | 70.21 |