A method, device and apparatus for recognizing, categorizing and searching for a garment, and a storage medium. The method for recognizing a garment comprises: acquiring a target image containing a garment to be recognized, and determining, on the basis of the target image, a set of heat maps corresponding to key feature points contained in the target image, the set of heat maps comprising position probability heat maps corresponding to the respective key feature points contained in the target image (101); and processing the set of heat maps on the basis of a shape constraint corresponding to the target image, and determining position probability information of the key feature points contained in the target image (102).