Embodiments described herein systems and methods for detecting fluid leaks for an automated vehicle using image data. The automated vehicle includes a camera at or near the front of the chassis and a camera at or near the rear of the chassis. Each camera captures images of a road surface beneath vehicle as the vehicle passes a road surface. The cameras store images of the road surface into a log with timestamp or location stamp, by mapping the image to a location in the world. An algorithm de-warps the images to correct for lensing. Using the locations data, computer vision, and/or object recognition, a processor extracts features, overlays the images, and compares the features to identify differences between the images indicating dripping fluid. Multi-image comparisons avoid false positives. The processor may recognize that image features indicate fluid leaks based on characteristics of spots (e.g., color, location, size) or other features.