When working on pixel-based image classification like detecting triangles, boxes, circles, or ellipses, having clean visuals makes a huge difference in accuracy. That’s where a free transparent background maker like airbrush can be super handy, since it lets you remove distractions and isolate the shape against a clear backdrop. Cleaner inputs not only improve recognition but also make your workflow smoother when dealing with complex test cases.