EgoPro-Bench - Action: leaderboard

Metric: F1 (%; alert timing for scene events and human actions, 200 test videos; streaming frame-by-frame protocol with history, the model answers Attention or Silence at every frame sampled at 1 fps). Source: arxiv.org. Saturation forecast: Around September 2028. 10 models tracked.

Top models

#ModelScore
1Qwen 3 VL 4B Instruct52.24
2Qwen 3 VL 30B A3B Instruct49.47
3Qwen 3 VL 8B Instruct34.6
4Qwen 2.5 VL 72B Instruct33.72
5Qwen 2.5 VL 32B Instruct14.67

Interactive version: theaggregate.ai/benchmark?slug=egopro-bench-action · How It Works · Data refreshed daily, snapshot 2026-09-26.