Materialize is based on Material Design principles, offering a structured and visually cohesive experience, while Semantic UI focuses on semantic class names and flexibility, making it easier to write clean HTML. Both frameworks provide responsive design and a variety of UI components, but they cater to different design philosophies and user preferences.