Topological Anomaly Detection on Topological Anomaly Detection Sample-level
54.9Count AccuracyTopo-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Topo-R1Backbone=Qwen3-VL-8B2026.03 | 54.9 | 1.06 | 57.5 | |
| Topo-R1Backbone=Qwen3-VL-4B2026.03 | 54.2 | 1.02 | 58.5 | |
| Topo-R1Backbone=Qwen2.5-VL-3B2026.03 | 51.5 | 1.04 | 56.2 | |
| Qwen2.5-VL-3BMethod=SFT2026.03 | 50.2 | 1.09 | 27.3 | |
| Topo-R1Backbone=InternVL-2.5-2B2026.03 | 46.8 | 1.28 | 44.2 | |
| InternVL-2.5-2BMethod=SFT2026.03 | 42.8 | 1.65 | 21.9 | |
| Qwen3-VL-4BMethod=SFT2026.03 | 42 | 1.55 | 37.7 | |
| Qwen3-VL-8BMethod=SFT2026.03 | 41.5 | 1.64 | 35.7 | |
| GPT-4oMethod=ZS2026.03 | 26.3 | 2.28 | 10.3 | |
| Gemini-2.5-FlashMethod=ZS2026.03 | 22 | 2.35 | 10.5 | |
| InternVL-2.5-2BMethod=ZS2026.03 | 21 | 3.1 | 20.4 | |
| Qwen3-VL-8BMethod=ZS2026.03 | 20.4 | 3.18 | 20.4 | |
| GPT-5.2Method=ZS2026.03 | 20.3 | 2.24 | 8.6 | |
| Qwen3-VL-4BMethod=ZS2026.03 | 17.2 | 2.49 | 0.9 | |
| Qwen3.5-PlusMethod=ZS2026.03 | 15.5 | 2.27 | 5.2 | |
| Qwen2.5-VL-3BMethod=ZS2026.03 | 13.7 | 3.23 | 13.4 |