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ResearchFormerly WizWand

Industrial Anomaly Detection on MVTec, MPDD, VisA, DTD, and SDD Aggregate

83.4Balanced AccuracyIndusAgent
49.49658.29867.175.902May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IndusAgentType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0583.4
Anomaly-OVType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0579.6
GPT-4.1Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0577.5
Claude-Sonnet-4Type=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0573.4
GPT-4.1-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0572.3
Qwen2.5-VL-InstructType=Open Source, Param.=72B, Evaluation Protocol=Zero-shot2026.0572.2
GPT-4o-miniType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0570.1
GPT-4oType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0565.8
GPT-4.1-nanoType=Commercial, Param.=/, Evaluation Protocol=Zero-shot2026.0565
LLaVA-1.5Type=Open Source, Param.=13B, Evaluation Protocol=Zero-shot2026.0563.1
InternVL-2.5Type=Open Source, Param.=4B, Evaluation Protocol=Zero-shot2026.0562.9
Qwen2.5-VL-InstructType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0561.4
AnomalyR1Type=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0560.7
Qwen2.5-VL-InstructType=Open Source, Param.=3B, Evaluation Protocol=Zero-shot2026.0557.7
Qwen3-VL-InstructType=Open Source, Param.=8B, Evaluation Protocol=Zero-shot2026.0556.8
AnomalyGPTType=Open Source, Param.=7B, Evaluation Protocol=Zero-shot2026.0554.3
LLaVA-1.6Type=Open Source, Param.=34B, Evaluation Protocol=Zero-shot2026.0552
LLaVA-OneVision-SIType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.0550.8
Anomaly-OVType=Open Source, Param.=0.5B, Evaluation Protocol=Zero-shot2026.0550.8