Highlights
Used SegNet model to recognize gullies and extract morphological features at the watershed scale in the hilly and gully region of the Loess Plateau.
Used the spatial-temporal evolution law to clarify morphological features of gullies (e.g., number, width, area, frequency, density and dissection degree of gullies) from 2009–2021.