Answer
When working with Image Segmentation, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.
Real-world example A self driving car uses image segmentation to separate the road, sidewalk, and other vehicles pixel by pixel from a camera feed.