Perception on EventDrive Hard 1.0 (test)
82.43Accuracy @ DEventDrive-VLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EventDrive-VLMModel Type=Event + Frame2026.06 | 82.43 | 86.09 | 76.94 | |
| LLaVA-OneVision-1.5-8BModel Type=Frame-based2026.06 | 80 | 85.36 | 76.26 | |
| Qwen2.5-VL-7B-Instruct*Model Type=Frame-based, Variant=*2026.06 | 77.94 | 83.52 | 68.88 | |
| InternVL2.5-8BModel Type=Frame-based2026.06 | 75.95 | 86.27 | 80.15 | |
| InternVL3-8BModel Type=Frame-based2026.06 | 74.11 | 84.09 | 75.61 | |
| Qwen2.5-VL-7B-InstructModel Type=Frame-based2026.06 | 72.25 | 77.14 | 60.76 | |
| EventDrive-VLMModel Type=Event-based2026.06 | 67.3 | 66.22 | 66.93 | |
| LLaVA-v1.6-Mistral-7B-hfModel Type=Frame-based2026.06 | 55.64 | 61.55 | 50.45 | |
| EventGPT-7BModel Type=Event-based2026.06 | 49.09 | 55 | 52.83 |