Industrial Anomaly Detection on MPDD (test)
80.23AccuracyGLLS
Evaluation Results
| Method | Links | |
|---|---|---|
| GLLSBackbone=Qwen3-VL, Scale=8B, Shots=1-shot2026.07 | 80.23 | |
| GLLSBackbone=Qwen3-VL, Scale=4B, Shots=1-shot2026.07 | 78.45 | |
| GLLSBackbone=Qwen3-VL, Scale=8B, Shots=0-shot2026.07 | 75.41 | |
| GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=1-shot2026.07 | 73.1 | |
| AD-FMScale=7B, Backbone=Qwen2.5-VL2026.07 | 72.71 | |
| GLLSBackbone=Qwen3-VL, Scale=4B, Shots=0-shot2026.07 | 72.34 | |
| AdaptCLIPThresholding Strategy=Youden’s J statistic2026.07 | 72.16 | |
| WinClipThresholding Strategy=τ = 0.52026.07 | 72.1 | |
| GLLSBackbone=Qwen2.5-VL, Scale=7B, Shots=0-shot2026.07 | 71.56 | |
| IAD-R1Scale=7B, Backbone=LLaVA-OV2026.07 | 70.9 | |
| InternVL3Scale=8B2026.07 | 70.74 | |
| GPT4o2026.07 | 69.43 | |
| InternVL3Scale=38B2026.07 | 69.43 | |
| Qwen2.5-VLScale=7B2026.07 | 68.34 | |
| AnomalyClipThresholding Strategy=Youden’s J statistic2026.07 | 68.23 | |
| GPT4o-mini2026.07 | 67.9 | |
| GPT-4.12026.07 | 66.81 | |
| InternVL2Scale=76B2026.07 | 66.38 | |
| AdaptCLIPThresholding Strategy=τ = 0.52026.07 | 63.98 | |
| LLaVA-NeXTScale=34B2026.07 | 61.57 | |
| AnomalyClipThresholding Strategy=τ = 0.52026.07 | 56.49 | |
| WinClipThresholding Strategy=Youden’s J statistic2026.07 | 41.8 |