Industrial Anomaly Detection on VisA (Balanced Accuracy)
76.8Balanced AccuracyIndusAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 76.8 | |
| Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 74.3 | |
| GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 69.1 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.05 | 68.2 | |
| LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.05 | 67.2 | |
| GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 65.1 | |
| GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 63.5 | |
| Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 63.5 | |
| GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 63.4 | |
| GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.05 | 60.5 | |
| AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 59.8 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.05 | 58.4 | |
| Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 58.4 | |
| AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.05 | 57.3 | |
| LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.05 | 53.9 | |
| InternVL-2.5Type=Open Source, Param.=4B, 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 | |
| Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.05 | 46.8 |