Topological Anomaly Detection
70Precision (IoU=0.3)Qwen3-VL-4B
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen3-VL-4BMethod=Topo-R12026.03 | 70 | 49.9 | 58.3 | 54.3 | 38.7 | 45.2 | 27 | 19.3 | 22.5 | 24.7 | |
| Qwen3-VL-8BMethod=Topo-R12026.03 | 69.1 | 48.5 | 57 | 53.1 | 37.3 | 43.9 | 27.1 | 19 | 22.4 | 24.3 | |
| Qwen2.5-VL-3BMethod=Topo-R12026.03 | 66.8 | 50.9 | 57.8 | 49.7 | 37.9 | 43 | 21.3 | 16.2 | 18.4 | 21.4 | |
| InternVL-2.5-2BMethod=Topo-R12026.03 | 47.3 | 37.8 | 42 | 39.2 | 27 | 32 | 19.2 | 12.8 | 15.3 | 17.1 | |
| Qwen3-VL-4BMethod=SFT2026.03 | 42.6 | 25.5 | 31.9 | 30.7 | 18.3 | 23 | 16.2 | 9.7 | 12.1 | 12.8 | |
| Qwen3-VL-8BMethod=SFT2026.03 | 38.4 | 20.5 | 26.7 | 29 | 15.5 | 20.2 | 16.9 | 9 | 11.8 | 11.8 | |
| Qwen2.5-VL-3BMethod=SFT2026.03 | 20.9 | 16.4 | 18.4 | 13.6 | 10.7 | 11.9 | 4.7 | 3.7 | 4.1 | 5.3 | |
| InternVL-2.5-2BMethod=SFT2026.03 | 15.9 | 16.6 | 16.3 | 8.8 | 9.2 | 9 | 3.2 | 3.3 | 3.2 | 4 | |
| Qwen3.5-PlusMethod=ZS2026.03 | 3.1 | 3.2 | 3.2 | 1.4 | 1.5 | 1.5 | 0.2 | 0.2 | 0.2 | 0.5 | |
| Gemini-2.5-FlashMethod=ZS2026.03 | 3 | 2.4 | 2.7 | 1 | 0.9 | 0.9 | 0.1 | 0.1 | 0.1 | 0.3 | |
| GPT-5.2Method=ZS2026.03 | 2.4 | 1.7 | 2 | 1 | 0.7 | 0.8 | 0.2 | 0.1 | 0.1 | 0.3 | |
| GPT-4oMethod=ZS2026.03 | 0.6 | 0.3 | 0.4 | 0.3 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | |
| Qwen3-VL-4BMethod=ZS2026.03 | 0.1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| InternVL-2.5-2BMethod=ZS2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Qwen2.5-VL-3BMethod=ZS2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Qwen3-VL-8BMethod=ZS2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |