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ResearchFormerly WizWand

Industrial Anomaly Detection on SDD (Balanced Accuracy)

88.9Balanced AccuracyIndusAgent
47.92458.56269.279.838May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0588.9
Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0588.7
Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0581.7
GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0579.9
GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0572.1
Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.0569
Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0567.4
GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0566.6
GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0565.7
InternVL-2.5Type=Open Source, Param.=4B, Evaluation Protocol=Zero-shot2026.0564.1
AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0557.6
Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0550.3
GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0550
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
Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0550
LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.0550
LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.0550
AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0549.5