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ResearchFormerly WizWand

Industrial Anomaly Detection on MVTec AD

83.6Balanced AccuracyIndusAgent
45.1255.1165.175.09May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0583.6
GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0581.9
Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.0577.4
GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0574.7
Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0574.3
GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0574
GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0571.3
GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0569.6
AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0569.4
Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0567.6
Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0567
Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0566
Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0562.6
LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.0561.4
InternVL-2.5Type=Open Source, Param.=4B, Evaluation Protocol=Zero-shot2026.0556.6
LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.0553.7
LLaVA-OneVision-SIType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.0550
Anomaly-OVType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.0550
AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0546.6