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ResearchFormerly WizWand

Industrial Anomaly Detection on VisA (Balanced Accuracy)

76.8Balanced AccuracyIndusAgent
45.653.761.869.9May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0576.8
Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0574.3
GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0569.1
Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.0568.2
LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.0567.2
GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0565.1
GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0563.5
Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0563.5
GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0563.4
GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0560.5
AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0559.8
Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0558.4
Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0558.4
AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0557.3
LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.0553.9
InternVL-2.5Type=Open Source, Param.=4B, 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
Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0546.8