Methodologies for introducing realistic camera lens water droplets, lidar dirty-window beam attenuation, and radar multipath noise to prevent over-fitting.
Physics-constrained adversarial noise generators stress perception neural networks by perturbing reflectance maps, verifying fail-safe operational boundaries.