StreamPro-Bench - Anomaly Alert: leaderboard
The anomaly alert task of StreamPro-Bench (Li et al., 2026): the model raises an immediate warning when a sudden anomalous event such as a fall or a fire appears, on a 1 FPS stream. StreamPro-F1 in percent, which credits a response only when it arrives inside the task time window and a Gemini 2.5 Pro judge accepts its content, with precision and recall penalizing extra and missed responses; higher is better.
Metric: StreamPro-F1 (%; a response counts only when a Gemini 2.5 Pro judge credits its content and it arrives inside the task time window, and precision and recall over the response trajectory penalize extra and missed responses; videos streamed at 1 FPS; warn within 5 seconds of a sudden anomalous event). Source: arxiv.org. Saturation forecast: Around 2029. 11 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 2.5 VL 7B | 0.8 | #1796 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=streampro-bench-anomaly-alert · How It Works · Data refreshed daily, snapshot 2026-11-12.