RealStreamEval - Real-Time Visual Perception: leaderboard
Metric: Score (%; RealStreamEval on OVO-Bench tasks and questions: frames arrive at 0.5 fps and the model decides at every step whether to answer or stay silent; answers judged by Qwen3-VL-235B-A22B-Instruct with timing windows and a verbosity or repetition penalty; 768 visual tokens per frame; mean of the six real-time visual perception tasks: OCR, action, attribute, spatial, future-prediction and object recognition). Source: arxiv.org. Saturation forecast: Around December 2026. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 2 VL 7B | 56.4 |
| 2 | Qwen 2.5 VL 7B | 56.3 |
| 3 | Qwen 3 VL 8B | 48.6 |
Interactive version: theaggregate.ai/benchmark?slug=realstreameval-real-time-visual-perception · How It Works · Data refreshed daily, snapshot 2026-09-26.