Fashion Recommendation Based on Style and Social Events

08/01/2022
by   Federico Becattini, et al.
10

Fashion recommendation is often declined as the task of finding complementary items given a query garment or retrieving outfits that are suitable for a given user. In this work we address the problem by adding an additional semantic layer based on the style of the proposed dressing. We model style according to two important aspects: the mood and the emotion concealed behind color combination patterns and the appropriateness of the retrieved garments for a given type of social event. To address the former we rely on Shigenobu Kobayashi's color image scale, which associated emotional patterns and moods to color triples. The latter instead is analyzed by extracting garments from images of social events. Overall, we integrate in a state of the art garment recommendation framework a style classifier and an event classifier in order to condition recommendation on a given query.

READ FULL TEXT

page 5

page 7

page 8

research
08/24/2019

Improving Outfit Recommendation with Co-supervision of Fashion Generation

The task of fashion recommendation includes two main challenges: visual ...
research
08/14/2017

Style2Vec: Representation Learning for Fashion Items from Style Sets

With the rapid growth of online fashion market, demand for effective fas...
research
02/24/2023

LaSER: Language-Specific Event Recommendation

While societal events often impact people worldwide, a significant fract...
research
07/03/2018

Styling with Attention to Details

Fashion as characterized by its nature, is driven by style. In this pape...
research
04/19/2019

Fashion++: Minimal Edits for Outfit Improvement

Given an outfit, what small changes would most improve its fashionabilit...
research
12/11/2020

Garment Recommendation with Memory Augmented Neural Networks

Fashion plays a pivotal role in society. Combining garments appropriatel...
research
09/07/2018

Local Music Event Recommendation with Long Tail Artists

In this paper, we explore the task of local music event recommendation. ...

Please sign up or login with your details

Forgot password? Click here to reset