Download PDFOpen PDF in browserThe Shape of Design History: Exploring Evolution of Sneakers Design at Scale Using Neural EmbeddingEasyChair Preprint no. 59932 pages•Date: July 3, 2021AbstractWe have crawled sneaker images/metadata online and constructed a deep-learning-based sneaker design embedding model by utilizing three attributes, shape, color, and segment. Our work can be linked with cultural analytics to discover the patterns of "latent" features driving cultural evolution over a long period in areas such as fashion. Keyphrases: Contrastive Learning, deep representation learning, Global fashion trends, Neural-net embedding, Sneaker design, unsupervised clustering
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