SYSTEM AND METHOD FOR MODELLING ORGANIC SELLABILITY OF FASHION PRODUCTS

摘要

A system and method for determining organic sellability of fashion products is provided. The system includes a memory having computer-readable instructions stored therein. The system further includes a processor configured to access a plurality of fashion images of a plurality of fashion products. The processor is configured to acquire sales data corresponding to each of the plurality of fashion products. The processor is further configured to identify one or more substantially similar fashion styles of the fashion products based upon the plurality of fashion images and attributes corresponding to the fashion products. In addition, the processor is configured to create one or more training sets having pairs of the identified similar fashion styles. Each of the similar fashion styles is associated with corresponding merchandising features. The processor is configured to normalize each of the pairs of identified similar fashion styles based upon the merchandising features and sales data using visual similarity constraints to determine normalizing parameters for each of the pairs. Furthermore, the processor is configured to determine a sale potential score for each of the training sets using the respective normalizing parameters. Moreover, the processor is configured to generate a sellability prediction model using the one or more training sets based upon the merchandising features and sales potential and estimate sales potential of a plurality of new styles using the sellability prediction model.