Monocular depth estimation involves predicting the depth of objects in a scene using a single image, leveraging machine learning and computer vision techniques to infer spatial information. It is crucial for applications like autonomous driving, augmented reality, and robotics, where depth perception from 2D data is essential for understanding and interacting with the environment.