Industrial Anomaly Detection on MVTec AD
83.6Balanced AccuracyIndusAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 83.6 | |
| GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 81.9 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.05 | 77.4 | |
| GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 74.7 | |
| Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 74.3 | |
| GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 74 | |
| GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 71.3 | |
| GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 69.6 | |
| AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 69.4 | |
| Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 67.6 | |
| Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 67 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 66 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 62.6 | |
| LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.05 | 61.4 | |
| InternVL-2.5Type=Open Source, Param.=4B, Evaluation Protocol=Zero-shot2026.05 | 56.6 | |
| LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.05 | 53.7 | |
| LLaVA-OneVision-SIType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.05 | 50 | |
| Anomaly-OVType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.05 | 50 | |
| AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 46.6 |