EgoDyn-Bench - Temporal F1: leaderboard
Metric: Macro-F1 (%) of temporal ego-motion questions (how the vehicle's motion changes over the clip) from driving video alone; higher is better. Source: arxiv.org. Saturation forecast: Around April 2028. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 45.2 |
| 2 | GPT-5.1 | 38.7 |
| 3 | Gemini 2.0 Flash | 35.1 |
| 4 | Claude Sonnet 4.5 | 34.9 |
Interactive version: theaggregate.ai/benchmark?slug=egodyn-bench-temporal-f1 · How It Works · Data refreshed daily, snapshot 2026-10-07.