METHODS AND SYSTEMS FOR BUILDING A UNIVERSAL DRESS STYLE LEARNER
First Claim
1. A computer-implemented method for universal dress style learning comprising:
- learning human skin models;
detecting skin using the learned skin models;
collecting a set of dress images, each image of the set having a dress worn by a model;
computing a set of style features based on the detected skin for at least one subset within the set of dress images;
computing a set of clusters on the at least one subset of dress images based on at least one subset of the set of style features;
validating the set of clusters for the at least one subset of the set of style features; and
computing a set of validated style features and a style basis based on the set of clusters.
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Abstract
This invention presents a universal framework for the discovery, understanding and matching of dress styles. In one embodiment, a computer-implemented method for building a universal dress style learner is disclosed, said method comprising: learning human skin models; detecting skin using the learned human skin models; collecting a set of dress images worn by a model; computing a set of style features based on the skin detected for at least one subset within the set of dress images; computing a set of clusters on the at least one subset of dress images based on at least one subset of the set of style features; validating the set of clusters for the at least one subset of style features; and computing a set of validated style features and a style basis.
31 Citations
35 Claims
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1. A computer-implemented method for universal dress style learning comprising:
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learning human skin models; detecting skin using the learned skin models; collecting a set of dress images, each image of the set having a dress worn by a model; computing a set of style features based on the detected skin for at least one subset within the set of dress images; computing a set of clusters on the at least one subset of dress images based on at least one subset of the set of style features; validating the set of clusters for the at least one subset of the set of style features; and computing a set of validated style features and a style basis based on the set of clusters. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33)
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34. A universal dress style learner system comprising:
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a skin detection module for learning human skin models and detecting skin using the human skin models; and a style feature discovery and style learning module in communication with said skin detection module for computing a set of style features based on the detected skin for a set of dress images, each image of the set having a dress worn by a model, and for computing a set of clusters on the set of dress images based on at least one subset of the set of style features, wherein said style feature discover and style learning module further compute a set of validated style features and a style basis based on the set of clusters.
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35. A computer-readable medium having stored thereon a plurality of instructions, said plurality of instructions executable by a processor, said plurality of instructions for:
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learning human skin models; detecting skin using the learned skin models; collecting a set of dress images, each image of the set having a dress worn by a model; computing a set of style features based on the detected skin for at least one subset within the set of dress images; computing a set of clusters on the at least one subset of dress images based on at least one subset of the set of style features; validating the set of clusters for the at least one subset of the set of style features; and computing a set of validated style features and a style basis based on the set of clusters.
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Specification