Industrial Anomaly Understanding on MMAD 1.0 (test)
75.2Anomaly Detection ScoreIAD-Unify
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IAD-UnifyModel Category=Unified Models, Evaluation Protocol=1-shot2026.04 | 75.2 | 59.8 | 71.5 | 68.2 | 74.8 | 86.8 | 79.5 | 72.5 | |
| Gemini 3 FlashModel Category=API Models2026.04 | 73.62 | 71.48 | 69.43 | 80.79 | 86.2 | 93.38 | 85.3 | 79.48 | |
| Qwen3.5-4BModel Category=Unified Models2026.04 | 68.3 | 54.8 | 46.5 | 63.8 | 70 | 84.5 | 77.1 | 66.8 | |
| Show-o2-7BModel Category=Unified Models2026.04 | 65.9 | 61.2 | 66.3 | 68 | 78.4 | 90.2 | 82.8 | 71.6 | |
| GPT-5-miniModel Category=API Models2026.04 | 54.6 | 50.23 | 47.11 | 59.89 | 68.28 | 91.76 | 78.8 | 63.98 | |
| Janus-Pro-7BModel Category=Unified Models2026.04 | 51.9 | 46.8 | 34.5 | 58.7 | 69.3 | 82.7 | 75.5 | 57.8 |