EgoPolice - 1-Second Clips: leaderboard

Metric: Accuracy (%; 5,000 questions on 1-second 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
1GPT-4.177.7
2Gemini 2.5 Pro76.9
3Gemini 2.5 Flash65.8
4InternVL3-8B64.7
5Qwen 2.5 VL 7B Instruct52.5
6GPT-4.1 Nano18.6

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