Runway to Realway: Visual Analysis of Fashion

Abstract

Abstract

Outfit Recommendation System Based on Deep Learning

“…are also considered to prove the outfit recommendation system performance good. As for color, O'Donovan P proposes a model that can rate the preference of people to 5 color combinations [18], which can be used in outfit to see if the color of the outfit is proved to be a good combination or not; And the same with style, which is used in [19] to recommend items according style. These attributes of items can be used as a method to prove that the judgement or the recommendation of our outfit is good or not.…”

An Automated System for Garment Texture Design Class Identification

“…Lastly, they apply an image retrieval technique to retrieve the visually similar clothes for each class, which is 50 times faster than [2]. Recently, to find the three different visual trends, namely floral print, pastel color and neon color from runway to street fashion, the authors in [4] used five different features such as color, texture, shape, parse and style descriptor. They produced inspiring results in several areas such as season, year, brand and the influence of runway collection to three potential visual trends-two colors (neon and pastel) and a design class (floral print).…”

“…Recently, garment related research has become popular [1][2][3][4][5]. Most of the works focus on the segmentation of garments from real life images.…”

Regularized deep learning for fashion and social media data analysis

“…Clothing parsing (i.e., predicting pixel-wise labellings of garment items) [3,4], fashion style classification [5], clothing retrieval [6] and fashion style generation [7] have gradually become research hotspots because of the growing e-commerce operation. For example, E-commerce for Nordstrom 1 accounts for 19% of total sales in year 2015 2 .…”

“…With inputs of a basic clothing image and a style image, we automatically generate a clothing image blending with the new style while preserving the basic design. It is different from existing online clothing design tools 3,4 , which directly put a picked icon on the basic clothing. Fashion style generation has at least two practical usages.…”