Non-personalized Fashion Outfit Recommendations - The Problem of Cold Starts

Nowadays the demand for compatible outfit recommendation system is rising up. There are a number of online fashion shops and web applications allowing their customers to observe collages of fashionable items which look good together. Such forms of recommendations help both clients and sellers. On one hand clients can make better choices while shopping and find new items of clothing that will match each other. On the other hand, complex outfit recommendations help sellers to sell more items which will influence their business KPIs (key performance indicators).

[1]  Xiaogang Wang,et al.  DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations , 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[2]  Sanja Fidler,et al.  Be Your Own Prada: Fashion Synthesis with Structural Coherence , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[3]  Yu-Gang Jiang,et al.  Learning Fashion Compatibility with Bidirectional LSTMs , 2017, ACM Multimedia.

[4]  Dumitru Erhan,et al.  Going deeper with convolutions , 2014, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[5]  Rainer Stiefelhagen,et al.  Fashion Forward: Forecasting Visual Style in Fashion , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[6]  Xiaogang Wang,et al.  Fashion Landmark Detection in the Wild , 2016, ECCV.

[7]  Zheng Zhang,et al.  MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems , 2015, ArXiv.

[8]  Chen Fang,et al.  Visually-Aware Fashion Recommendation and Design with Generative Image Models , 2017, 2017 IEEE International Conference on Data Mining (ICDM).

[9]  Jun Ma,et al.  NeuroStylist: Neural Compatibility Modeling for Clothing Matching , 2017, ACM Multimedia.

[10]  Yifan Hu,et al.  Collaborative Filtering for Implicit Feedback Datasets , 2008, 2008 Eighth IEEE International Conference on Data Mining.

[11]  Takayuki Okatani,et al.  Recommending Outfits from Personal Closet , 2018, 2018 IEEE Winter Conference on Applications of Computer Vision (WACV).

[12]  Gang Wang,et al.  Modeling fashion , 2013, 2013 IEEE International Conference on Multimedia and Expo (ICME).