EgoPolice - 1-Minute Clips: leaderboard

Metric: Accuracy (%; 2,000 questions on 1-minute clips; zero-shot five-option multiple choice (one visible police-civilian action, three actions absent from the clip and None of the above; chance 20%) on minimally edited COPA and Pasadena police body-worn camera clips; images at 1 fps (at least 8 frames) for image VLMs, author-recommended sampling for video VLMs, one shared prompt). Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro76.9
2GPT-4.174.4
3Gemini 2.5 Flash66.1
4InternVL3-8B60.6
5Qwen 2.5 VL 7B Instruct55.5
6GPT-4.1 Nano10.8

Interactive version: theaggregate.ai/benchmark?slug=egopolice-1-minute-clips · How It Works · Data refreshed daily, snapshot 2026-09-29.