Marker-controlled watershed is a segmentation technique in image processing that enhances the traditional watershed algorithm by using markers to control the segmentation process, reducing over-segmentation. It involves defining markers which are used to guide the watershed transform, allowing for more accurate and meaningful partitioning of an image into distinct regions.