UNet is today's leading neural net architecture for image segmentation. Image segmentation is used to provide context for the visual world around us. When driving, where is the bicyclist, car, etc? Medical image analysis relies on accurate spatial identification of features. Oil and gas industries care about salt dome spatial locations. Would UNet fit some of your business needs?