Traffic Anomaly Classification on Roundabout-TAU
73.81AP (4-cls)TAU-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAU-R1Params.=2B/8B2026.03 | 73.81 | 73.1 | 92.86 | 92.18 | |
| Gemini-3.1-proParams.=N/A2026.03 | 40.48 | 40.86 | 59.52 | 63.72 | |
| Qwen3-VLParams.=8B2026.03 | 23.81 | 17.6 | 23.81 | 18.58 | |
| VAD-R1Params.=7B2026.03 | 23.81 | 13.45 | 76.19 | 70.01 | |
| GPT-5Params.=N/A2026.03 | 21.43 | 11.15 | 28.57 | 23.67 | |
| Qwen3.5-PlusParams.=N/A2026.03 | 21.43 | 10.74 | 21.43 | 10.85 | |
| Video-R1Params.=7B2026.03 | 21.43 | 10.87 | 23.81 | 15.34 | |
| Intern-VL3Params.=8B2026.03 | 19.05 | 10.08 | 19.05 | 10.05 | |
| Video-LLaVAParams.=7B2026.03 | 16.67 | 6.06 | 19.05 | 6.1 | |
| HawkParams.=7B2026.03 | 9.52 | 9.38 | 59.52 | 62.74 |