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To study the correlation between clothing garments and body shape, wecollected a new dataset (Fashion Takes Shape), which includes images of userswith clothing category annotations. We employ our multi-photo approach toestimate body shapes of each user and build a conditional model of clothingcategories given body-shape. We demonstrate that in real-world data, clothingcategories and body-shapes are correlated and show that our multi-photoapproach leads to a better predictive model for clothing categories compared tomodels based on single-view shape estimates or manually annotated body types.We see our method as the first step towards the large-scale understanding ofclothing preferences from body shape.

Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources