DeepAI AI Chat
Log In Sign Up

Recommending Outfits from Personal Closet

by   Pongsate Tangseng, et al.

We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the input to the system is a bag of item pictures that are unordered and vary in size. We build a deep neural network-based system that can take variable-length items and predict a score. We collect a large number of outfits from a popular fashion sharing website, Polyvore, and evaluate the performance of our grading system. We compare our model with a random-choice baseline, both on the traditional classification evaluation and on people's judgment using a crowdsourcing platform. With over 84 matching ratio to human annotators, our model can reliably grade the quality of an outfit. We also build an outfit recommender on top of our grader to demonstrate the practical application of our model for a personal closet assistant.


Toward Explainable Fashion Recommendation

Many studies have been conducted so far to build systems for recommendin...

FashionNet: Personalized Outfit Recommendation with Deep Neural Network

With the rapid growth of fashion-focused social networks and online shop...

Fashion Apparel Detection: The Role of Deep Convolutional Neural Network and Pose-dependent Priors

In this work, we propose and address a new computer vision task, which w...

Telepath: Understanding Users from a Human Vision Perspective in Large-Scale Recommender Systems

Designing an e-commerce recommender system that serves hundreds of milli...

Single-Item Fashion Recommender: Towards Cross-Domain Recommendations

Nowadays, recommender systems and search engines play an integral role i...

Dynamic Slate Recommendation with Gated Recurrent Units and Thompson Sampling

We consider the problem of recommending relevant content to users of an ...

Automatic Section Recognition in Obituaries

Obituaries contain information about people's values across times and cu...