The present invention relates to an attribute generation contention network and a clothing matching generation method based on the network, and relates to the field of generation model and clothing matching. Firstly, a matching clothing data set is established with respect to problems related to generation of mutually matching clothing images based on an existing clothing image. Matching clothing image information, text information, and corresponding attribute information are included therein. Secondly, an attribute generation contention network is designed, which includes a generator, a matching discriminator, and an attribute discriminator. Subsequently, contention training is conducted in relation thereto and a generator network parameter is learned and obtained. Lastly, mutually matching clothing images are generated by new clothing image input to the trained generator. The present invention provides a reference basis for a user′s costume coordination by generating a clothing image matching an image input by the attribute generation contention network designed through training. The present invention matches people′s normal matching rules on advanced semantic attributes and the application potential of the present invention is huge in fields such as clothing recommendation, clothing search, and fashion design.
AN ATTRIBUTE GENERATION CONTENTION NETWORK AND A CLOTHING MATCHING GENERATION METHOD BASED ON THE NETWORK