
ProvRain: Rain-Adaptive Denoising and Vehicle Detection via MobileNet-UNet and Faster R-CNN
ProvRain introduces a rain-adaptive detection pipeline using a lightweight MobileNet-U-Net denoiser and Faster R-CNN classifier. Designed for nighttime driving under severe rain, the method improves recall, accuracy, and early-warning success while remaining efficient enough for real-time automotive hardware.