Feature detection is a process in computer vision and image processing that involves identifying and locating key points or distinctive elements within an image, which can be used for tasks such as object recognition and image matching. It is crucial for reducing the dimensionality of data and improving the efficiency and accuracy of algorithms in handling visual information.