CrashBench

Weather stress: test your vision AI under rain, fog and night

The Weather-stress preset derives degraded-condition variants from a base image: rain, fog, night, snow, backlight. The real world is never a studio.

How it works

flux-dev2 creditsWeather overlayBrightness / night
flux-devweather-stressweatherbrightness

How it works

A model that detects perfectly in daylight can collapse in rain or at night. Weather stress measures that drop before it gets expensive in production.

Overlays are applied server-side (sharp): each variant is free and instant. You multiply one paid generation into a spectrum of conditions.

Key points

  • Rain, fog, night, snow, sunset — adjustable intensity.
  • Free deterministic stage: as many variants as you want, 0 credit.
  • Measures robustness to real conditions, not studio ones.