Industrial Anomaly Detection on DTD (test)
96.2AccuracyIAD-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| IAD-R1Scale=7B, Backbone=LLaVA-OV2026.07 | 96.2 | |
| GLLSBackbone=Qwen3-VL, Scale=8B, Shots=1-shot2026.07 | 95.31 | |
| GLLSBackbone=Qwen3-VL, Scale=4B, Shots=1-shot2026.07 | 93.56 | |
| GLLSBackbone=Qwen3-VL, Scale=8B, Shots=0-shot2026.07 | 93.4 | |
| GLLSBackbone=Qwen3-VL, Scale=4B, Shots=0-shot2026.07 | 93.12 | |
| AD-FMScale=7B, Backbone=Qwen2.5-VL2026.07 | 92.64 | |
| AdaptCLIPThresholding Strategy=Youden’s J statistic2026.07 | 91.89 | |
| GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=1-shot2026.07 | 91.45 | |
| GPT4o2026.07 | 90.8 | |
| InternVL3Scale=38B2026.07 | 90.79 | |
| InternVL2Scale=76B2026.07 | 90.58 | |
| GPT4o-mini2026.07 | 90.56 | |
| GPT-4.12026.07 | 90.18 | |
| WinClipThresholding Strategy=Youden’s J statistic2026.07 | 90 | |
| AnomalyClipThresholding Strategy=Youden’s J statistic2026.07 | 88.91 | |
| GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=0-shot2026.07 | 88.34 | |
| Qwen2.5-VLScale=7B2026.07 | 85.59 | |
| InternVL3Scale=8B2026.07 | 85.05 | |
| AdaptCLIPThresholding Strategy=τ = 0.52026.07 | 84 | |
| AnomalyClipThresholding Strategy=τ = 0.52026.07 | 81.71 | |
| LLaVA-NeXTScale=34B2026.07 | 72.62 | |
| WinClipThresholding Strategy=τ = 0.52026.07 | 25.9 |