publication . Conference object . Preprint . 2014

Large scale visual recommendations from street fashion images

Wei Di; Neel Sundaresan; Robinson Piramuthu; Vignesh Jagadeesh; Anurag Bhardwaj;
Open Access
  • Published: 08 Jan 2014
  • Publisher: ACM Press
We describe a completely automated large scale visual recommendation system for fashion. Our focus is to efficiently harness the availability of large quantities of online fashion images and their rich meta-data. Specifically, we propose two classes of data driven models in the Deterministic Fashion Recommenders (DFR) and Stochastic Fashion Recommenders (SFR) for solving this problem. We analyze relative merits and pitfalls of these algorithms through extensive experimentation on a large-scale data set and baseline them against existing ideas from color science. We also illustrate key fashion insights learned through these experiments and show how they can be em...
ACM Computing Classification System: ComputerSystemsOrganization_MISCELLANEOUS
free text keywords: Computer Science - Computer Vision and Pattern Recognition, Multimedia, computer.software_genre, computer, Recommender system, E-commerce, business.industry, business, Color science, Data-driven, Information retrieval, Computer science
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