DeepAI AI Chat
Log In Sign Up

Using Artificial Intelligence to Analyze Fashion Trends

by   Mengyun Shi, et al.

Analyzing fashion trends is essential in the fashion industry. Current fashion forecasting firms, such as WGSN, utilize the visual information from around the world to analyze and predict fashion trends. However, analyzing fashion trends is time-consuming and extremely labor intensive, requiring individual employees' manual editing and classification. To improve the efficiency of data analysis of such image-based information and lower the cost of analyzing fashion images, this study proposes a data-driven quantitative abstracting approach using an artificial intelligence (A.I.) algorithm. Specifically, an A.I. model was trained on fashion images from a large-scale dataset under different scenarios, for example in online stores and street snapshots. This model was used to detect garments and classify clothing attributes such as textures, garment style, and details for runway photos and videos. It was found that the A.I. model can generate rich attribute descriptions of detected regions and accurately bind the garments in the images. Adoption of A.I. algorithm demonstrated promising results and the potential to classify garment types and details automatically, which can make the process of trend forecasting more cost-effective and faster.


page 12

page 13

page 14

page 20

page 21

page 22

page 28

page 29


A Deep-Learning-Based Fashion Attributes Detection Model

Analyzing fashion attributes is essential in the fashion design process....

StreetStyle: Exploring world-wide clothing styles from millions of photos

Each day billions of photographs are uploaded to photo-sharing services ...

Large Scale Visual Recommendations From Street Fashion Images

We describe a completely automated large scale visual recommendation sys...

A Novel Approach to Analyze Fashion Digital Archive from Humanities

Fashion styles adopted every day are an important aspect of culture, and...

CAT STREET: Chronicle Archive of Tokyo Street-fashion

The analysis of daily-life fashion trends can provide us a profound unde...

From Culture to Clothing: Discovering the World Events Behind A Century of Fashion Images

Fashion is intertwined with external cultural factors, but identifying t...

Towards an Interoperable Data Protocol Aimed at Linking the Fashion Industry with AI Companies

The fashion industry is looking forward to use artificial intelligence t...

Code Repositories



view repo