The Distortion You Can’t See: Why ADAS Camera Systems Fail in the Field and How Physics-Informed ML Changes That

An ADAS front camera system experienced severe lens distortion late in its design cycle, causing safety risks. To prevent such issues early, physics-informed machine learning models are being developed to predict optical distortions before manufacturing, integrating physics simulation with AI to improve camera reliability in vehicles.