LibGDX is a versatile game development framework that supports both 2D and 3D games and is based on Java, making it suitable for complex projects. In contrast, LÖVE is a lightweight framework specifically designed for 2D games, using Lua, which makes it ideal for rapid prototyping and ease of use.