Fashionpedia-Taste: A Dataset towards Explaining Human Fashion Taste

05/03/2023
by   Mengyun Shi, et al.
0

Existing fashion datasets do not consider the multi-facts that cause a consumer to like or dislike a fashion image. Even two consumers like a same fashion image, they could like this image for total different reasons. In this paper, we study the reason why a consumer like a certain fashion image. Towards this goal, we introduce an interpretability dataset, Fashionpedia-taste, consist of rich annotation to explain why a subject like or dislike a fashion image from the following 3 perspectives: 1) localized attributes; 2) human attention; 3) caption. Furthermore, subjects are asked to provide their personal attributes and preference on fashion, such as personality and preferred fashion brands. Our dataset makes it possible for researchers to build computational models to fully understand and interpret human fashion taste from different humanistic perspectives and modalities.

READ FULL TEXT

page 1

page 4

research
05/03/2023

Fashionpedia-Ads: Do Your Favorite Advertisements Reveal Your Fashion Taste?

Consumers are exposed to advertisements across many different domains on...
research
02/02/2020

Regularizing Reasons for Outfit Evaluation with Gradient Penalty

In this paper, we build an outfit evaluation system which provides feedb...
research
09/26/2016

Visual Fashion-Product Search at SK Planet

We build a large-scale visual search system which finds similar product ...
research
06/29/2019

Progressive Fashion Attribute Extraction

Extracting fashion attributes from images of people wearing clothing/fas...
research
07/18/2021

A Novel Approach to Analyze Fashion Digital Archive from Humanities

Fashion styles adopted every day are an important aspect of culture, and...
research
03/18/2020

Can AI decrypt fashion jargon for you?

When people talk about fashion, they care about the underlying meaning o...
research
08/27/2020

A Federated Approach for Fine-Grained Classification of Fashion Apparel

As online retail services proliferate and are pervasive in modern lives,...

Please sign up or login with your details

Forgot password? Click here to reset