EgoDyn-Bench: leaderboard
Metric: Balanced accuracy (%) of semantic ego-motion questions (14 templates of discrete choices on speed, acceleration and turning) from driving video alone, no explicit dynamic state inputs; higher is better. Source: arxiv.org. Saturation forecast: Around January 2028. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 47 |
| 2 | GPT-5.1 | 45.2 |
| 3 | Claude Sonnet 4.5 | 38 |
| 4 | Gemini 2.0 Flash | 36.5 |
Interactive version: theaggregate.ai/benchmark?slug=egodyn-bench · How It Works · Data refreshed daily, snapshot 2026-10-07.