Industrial Anomaly Detection on MVTec, MPDD, VisA, DTD, and SDD Aggregate
83.4Balanced AccuracyIndusAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 83.4 | |
| Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 79.6 | |
| GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 77.5 | |
| Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 73.4 | |
| GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 72.3 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.05 | 72.2 | |
| GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 70.1 | |
| GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 65.8 | |
| GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 65 | |
| LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.05 | 63.1 | |
| InternVL-2.5Type=Open Source, Param.=4B, Evaluation Protocol=Zero-shot2026.05 | 62.9 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 61.4 | |
| AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 60.7 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 57.7 | |
| Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 56.8 | |
| AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 54.3 | |
| LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.05 | 52 | |
| LLaVA-OneVision-SIType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.05 | 50.8 | |
| Anomaly-OVType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.05 | 50.8 |