This dataset is created in the context of an online shopping task, where users pay special attentions to fine-grained visual differences. For instance, it is more likely that a shopper is deciding between two pairs of similar men's running shoes instead of between a woman's high heel and a man's slipper. GIST and LAB color features are provided. In addition, each image has 8 associated meta-data (gender, materials, etc.) labels that are used to filter the shoes on Zappos.com.

Additionally, we collected another set of data tailored for fine-grained comparison tasks. Such a learning task requires training data that accentuate the subtleties between pairs of images. To this end, we (1) used crowdsourcing to mine for an attribute lexicon that is explicitly fine-grained, and (2) collected an even larger number of instance-level comparison labels for each attribute in that lexicon.


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Given a pair of images, we asked the workers to complete the sentence, "Shoe A is a little more than Shoe B" using a single word. They are instructed to identify subtle differences between the images and provide a short rationale. The goal is to find out how people differentiate fine-grained differences between shoe images. Over 1,000 workers participated in the study, yielding a total of 350+ distinct word suggestions across 4,000 pairs of images viewed.

Those pointy shoes might look smart, but they spell one tiny toe box. Add high heels, and the pressure on the ball of your foot will smoosh your toes into that tight triangle. This can lead to hammertoe, where your toes (usually the second one) start to curl up at the first joint. The more you wear shoes like this, the more the muscles attached to your toes can weaken. Look for a roomy square or round toe box that lets your toes lie flat.

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The shoe brand published a press release welcoming Booker as its next signature family member and released the first official images of the sneaker Booker had been testing and teasing via his social media accounts over the past few weeks.

The three-time All-Star began the process by referencing the Nike design team to silhouettes of the Nike Air Force 1, Blazer and Air Jordan 1, all of which are casual shoes (though the Air Jordan 1 of course came from a performance background). Booker also found inspiration in his love of cars, particularly his 1972 Chevy Blazer K5, a remodeled class truck that is now a low-rider with a new, high-performing engine. 006ab0faaa

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