DriveBench — leaderboard

Autonomous-driving VLM reliability benchmark across clean, corrupted, and text-only inputs for perception, prediction, planning, and behavior tasks.

Source: github.com.

Interactive version: theaggregate.ai/benchmark?slug=drivebench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.