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ResearchFormerly WizWand

Industrial Anomaly Detection on DTD (test)

96.2AccuracyIAD-R1
23.08842.06961.0580.031Jul 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
IAD-R1Scale=7B, Backbone=LLaVA-OV2026.0796.2
GLLSBackbone=Qwen3-VL, Scale=8B, Shots=1-shot2026.0795.31
GLLSBackbone=Qwen3-VL, Scale=4B, Shots=1-shot2026.0793.56
GLLSBackbone=Qwen3-VL, Scale=8B, Shots=0-shot2026.0793.4
GLLSBackbone=Qwen3-VL, Scale=4B, Shots=0-shot2026.0793.12
AD-FMScale=7B, Backbone=Qwen2.5-VL2026.0792.64
AdaptCLIPThresholding Strategy=Youden’s J statistic2026.0791.89
GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=1-shot2026.0791.45
GPT4o2026.0790.8
InternVL3Scale=38B2026.0790.79
InternVL2Scale=76B2026.0790.58
GPT4o-mini2026.0790.56
GPT-4.12026.0790.18
WinClipThresholding Strategy=Youden’s J statistic2026.0790
AnomalyClipThresholding Strategy=Youden’s J statistic2026.0788.91
GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=0-shot2026.0788.34
Qwen2.5-VLScale=7B2026.0785.59
InternVL3Scale=8B2026.0785.05
AdaptCLIPThresholding Strategy=τ = 0.52026.0784
AnomalyClipThresholding Strategy=τ = 0.52026.0781.71
LLaVA-NeXTScale=34B2026.0772.62
WinClipThresholding Strategy=τ = 0.52026.0725.9