Image-based test automation refers to the practice of using images or screenshots of the application under test as a reference for creating automated test scripts. Instead of relying on the traditional method of locating elements by their attributes, image-based test automation tools analyze the graphical user interface (GUI) to identify and interact with elements. This approach is particularly useful for testing applications with dynamic or complex interfaces where traditional methods may be insufficient.