Raspbian is specifically designed for Raspberry Pi devices, focusing on performance and educational use, while Ubuntu GNOME offers a more traditional desktop experience suitable for general computing across various hardware. Raspbian is lightweight and optimized for ARM processors, whereas Ubuntu GNOME provides a richer user experience but at the cost of higher resource usage.