Industrial Anomaly Detection and Grounded Reporting on MM-IAD-ReportBench
82.4AccuracyZSG-IAD
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZSG-IADinput_modality=RGB+S+PC2026.04 | 82.4 | 86.7 | 88.9 | 87.8 | 97.6 | 77.6 | 63.4 | 60.1 | 36.6 | 99.6 | 87.2 | 93.8 | |
| ZSG-IADinput_modality=RGB+PC2026.04 | 81.2 | 85.1 | 86.2 | 85.6 | 96.4 | 75.6 | 60.8 | 59.5 | 36.7 | 99.3 | 86.4 | 92.5 | |
| ZSG-IADinput_modality=RGB+S2026.04 | 80.3 | 84 | 85.4 | 84.7 | 95.2 | 76 | 61.3 | 58.8 | 35.4 | 98.1 | 86.5 | 91.3 | |
| EfficientAD2026.04 | 80.2 | 84.2 | 81 | 82.6 | 96.9 | 72 | 56.5 | — | — | — | — | — | |
| PatchCore2026.04 | 79.5 | 83.8 | 80.2 | 82 | 96.3 | 71.2 | 55.3 | — | — | — | — | — | |
| ZSG-IADinput_modality=RGB-only2026.04 | 78.5 | 82.5 | 84.1 | 83.3 | 93.7 | 73.2 | 57.7 | 57.5 | 34.5 | 97.8 | 81.4 | 89.6 | |
| LLaVA-OV-7Bparameter_size=7B2026.04 | 78.3 | 82.1 | 70.9 | 76.1 | — | — | — | 47.2 | 30.5 | 78.7 | — | 82.4 | |
| FastFlow2026.04 | 78 | 82 | 78.5 | 80.2 | 95.2 | 68.5 | 52 | — | — | — | — | — | |
| Qwen2-VL-7Bfine-tuned=true2026.04 | 77.8 | 84.2 | 81.8 | 83 | — | — | — | 56.8 | 36.2 | 95.6 | — | 87.5 | |
| GPT-4o2026.04 | 76.3 | 87.6 | 72.1 | 79.1 | — | — | — | 52.7 | 36.9 | 91.2 | — | 89.5 | |
| Qwen2-VL-7Bparameter_size=7B2026.04 | 75.2 | 85.4 | 78.2 | 81.7 | — | — | — | 52.9 | 35.8 | 89.8 | — | 82.3 | |
| LLaVA-OV-0.5Bparameter_size=0.5B2026.04 | 74.3 | 76.4 | 61.7 | 68.2 | — | — | — | 41.5 | 27.8 | 72.6 | — | 78.2 | |
| Qwen2-VL-2Bparameter_size=2B2026.04 | 74.2 | 85 | 74.8 | 79.6 | — | — | — | 50.4 | 33.2 | 88.5 | — | 81.8 | |
| InternVL-2-8Bparameter_size=8B2026.04 | 73.6 | 85.7 | 73.9 | 79.3 | — | — | — | 49.6 | 32.8 | 86.8 | — | 89 | |
| Idefics2-8Bparameter_size=8B2026.04 | 72.4 | 82.7 | 69.8 | 75.7 | — | — | — | 46.8 | 31 | 82 | — | 87.2 |