Flutter and Java are both popular frameworks for building graphical user interfaces. Flutter provides widgets like Material and Cupertino that allow building pixel-perfect mobile apps, while Java frameworks include Swing, JavaFX, and others for desktop apps. Both support common UI elements like buttons, text fields, and layouts. Flutter uses Dart which can target mobile, web and desktop while Java is widely used for servers and desktop applications.