This presentation explores how computers "see" and understand images, from early traditional techniques to cutting-edge AI methods. Dive into how AI transforms image analysis by learning patterns directly from data, replacing the manual effort of designing features. This session highlights how AI advancements shape the way researchers interact with and make sense of the visual world around us.