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In this work, we propose a new task called `Complete the Look', which seeks to recommend visually compatible products based on scene images. We design an approach to extract training data for this task, and propose a novel way to learn the scene-product compatibility from fashion or interior design images. Our approach measures compatibility.
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Complete the Look: Scene-based Complementary Product Recommendation Wang-Cheng Kang†⇤, Eric Kim‡, Jure Leskovec‡§, Charles Rosenberg‡, Julian McAuley† ‡Pinterest, §Stanford University, †UC San Diego {wckang,jmcauley}@ucsd.edu, {erickim,jure,crosenberg}@pinterest.com Abstract Modeling fashion compatibility is challenging due to its
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Complete the Look takes context like an outfit, body type, season, indoors vs. outdoors, various pieces of furniture, and the overall aesthetics of a room, to power taste-based recommendations.
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How to recommend products that match a given scene image? This is the challenge of 'Complete the Look', a novel task proposed by Stanford Computer Science researchers. They introduce a method to learn the scene-product compatibility from fashion or interior design images, using CNNs and attention mechanisms. Read their paper to find out more.
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Complete the Look: Scene-based Complementary Product Recommendation. Modeling fashion compatibility is challenging due to its complexity and subjectivity. Existing work focuses on predicting compatibility between product images (e.g. an image containing a t-shirt and an image containing a pair of jeans).
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The Pinterest Complete the Look dataset consists of over 1 million outfits and 4 million objects. It can be used to predict style compatibility between fashion items in order to recommend complementary items that complete an outfit.
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Why Complete the Look Matters for Ecommerce. Online communication is increasingly driven by images. Instagram Stories has 300 million daily active users, to cite just one photo-focused statistic.
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"Complete the look" recommendations resembles an experienced and well-trained seller in a high-end physical store, who would recommend additional items to style each full space. "Complete the look" helps customers visualize how they can combine each item with additional purchases, or even with their own current furniture..
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Go to a product where you'd like to add your 'Complete the Look' section. In the WooCommerce Product Data section, click on the WooCommerce Product Add Ons Ultimate tab. Click Add Group to create a new group of extra fields. You can give the group a title and description if you like. Click Add Field to create your first field.
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How can we recommend complementary products to customers based on the scene they are in? This paper proposes a novel method that leverages visual and textual features to model fashion compatibility and generate personalized suggestions. Read the full paper to learn more about the complete the look problem and the proposed solution.
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For online shoppers, complete the look: Enhances the online shopping experience of your store; Builds trust and positions you as the fashion or design expert—your visitors will value your expert styling advice; Helps shoppers to visualize the product and how it might look with other branded items. While the most sophisticated ecommerce.
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"Complete the Look" is a style-focused concept where the goal is to help users put together an entire outfit, instead of just picking out a single piece of clothing. This can be a challenging.
