RoadSafe365 - Time: leaderboard
Metric: Four-option multiple-choice accuracy (%) on the time-of-day question of each of 700 held-out real-world dashcam and surveillance clips (eight key frames per clip, zero-shot); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 2.5 VL 7B Instruct | 94.77 | #643 |
| 2 | InternVL3-8B | 89.77 | #606 |
| 3 | Gemini 2.5 Flash | 83.43 | #237 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=roadsafe365-time · How It Works · Data refreshed daily, snapshot 2026-10-11.