In a modern world of theoretically unlimited computing power, semantic image segmentation has become a crucial approach for numerous applications, such as autonomous driving, advanced medical image analysis, object detection and many others. Often, creating a basic U-Net neural network shows decent results in numerical terms. For instance, the Dice…