IMAGE-BASED POPULARITY PREDICTION
First Claim
1. A method comprising:
- accessing an image that corresponds to a description of an item depicted in the image;
determining an image quality score of the image that depicts the item and corresponds to the description of the item, the determining of the image quality score being performed by a processor of a machine based on an analysis of the image that depicts the item;
receiving a request for search results of which at least some pertain to the description of the item depicted in the image; and
presenting a search result that is referential of the image of the item based on the image quality score of the image and in response to the request for the search results of which at least some pertain to the description of the item depicted in the image.
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Accused Products
Abstract
A machine may be configured to access an image of an item described by a description of the item. The machine may determine an image quality score of the image based on an analysis of the image. A request for search results that pertain to the description may be received by the machine, and the machine may present a search result that references the item'"'"'s image, based on its image quality score. Also, the machine may access images of items and descriptions of items and generate a set of most frequent text tokens included in the item descriptions. The machine may identify an image feature exhibited by an item'"'"'s image and determine that a text token from the corresponding item description matches one of the most frequent text tokens. A data structure may be generated by the machine to correlate the identified image feature with the text token.
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Citations
22 Claims
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1. A method comprising:
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accessing an image that corresponds to a description of an item depicted in the image; determining an image quality score of the image that depicts the item and corresponds to the description of the item, the determining of the image quality score being performed by a processor of a machine based on an analysis of the image that depicts the item; receiving a request for search results of which at least some pertain to the description of the item depicted in the image; and presenting a search result that is referential of the image of the item based on the image quality score of the image and in response to the request for the search results of which at least some pertain to the description of the item depicted in the image. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A non-transitory machine-readable storage medium comprising instructions that, when executed by one or more processors of a machine, cause the machine to perform operations comprising:
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accessing an image that corresponds to a description of an item depicted in the image; determining an image quality score of the image that depicts the item and corresponds to the description of the item, the determining of the image quality score being performed by the one or more processors of the machine based on an analysis of the image that depicts the item; receiving a request for search results of which at least some pertain to the description of the item depicted in the image; and presenting a search result that is referential of the image of the item based on the image quality score of the image and in response to the request for the search results of which at least some pertain to the description of the item depicted in the image.
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11. A system comprising:
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an access module configured to access an image that corresponds to a description of an item depicted in the image; a processor configured by a quality module to determine an image quality score of the image that depicts the item and corresponds to the description of the item, the determining of the image quality score being based on an analysis of the image that depicts the item; a request module configured to receive a request for search results of which at least some pertain to the description of the item depicted in the image; and a result module configured to present a search result that is referential of the image of the item based on the image quality score of the image and in response to the request for the search results of which at least some pertain to the description of the item depicted in the image. - View Dependent Claims (12)
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13. A method comprising:
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accessing item images that include an item image illustrative of an item; accessing item descriptions that correspond to the item images and include an item description inclusive of a text token and descriptive of the item depicted in the item image; generating a set of most frequent text tokens included in the item descriptions based on the item descriptions; identifying an image feature exhibited by the item image that depicts the item described by the item description, the identifying of the image feature being performed by a processor of a machine; determining that the text token included in the item description matches at least one of the generated set of most frequent text tokens included in the item descriptions; and generating a data structure that correlates the identified image feature exhibited by the item image with the text token included in the item description determined to match at least one of the generated set of most frequent text tokens. - View Dependent Claims (14, 15, 16, 17, 18, 19, 20)
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21. A non-transitory machine-readable storage medium comprising instructions that, when executed by one or more processors of a machine, cause the machine to perform operations comprising:
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accessing item images that include an item image illustrative of an item; accessing item descriptions that correspond to the item images and include an item description inclusive of a text token and descriptive of the item depicted in the item image; generating a set of most frequent text tokens included in the item descriptions based on the item descriptions; identifying an image feature exhibited by the item image that depicts the item described by the item description, the identifying of the image feature being performed by the one or more processors of the machine; determining that the text token included in the item description matches at least one of the generated set of most frequent text tokens included in the item descriptions; and generating a data structure that correlates the identified image feature exhibited by the item image with the text token included in the item description determined to match at least one of the generated set of most frequent text tokens.
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22. A system comprising:
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an access module configured to access item images that include an item image illustrative of an item; and
toaccess item descriptions that correspond to the item images and include an item description inclusive of a text token and descriptive of the item depicted in the item image; a key module configured to generate a set of most frequent text tokens included in the item descriptions based on the item descriptions; a processor configured by a feature module to identify an image feature exhibited by the item image that depicts the item described by the item description, the identifying of the image feature being performed by a processor of a machine; a match module configured to determine that the text token included in the item description matches at least one of the generated set of most frequent text tokens included in the item descriptions; and a generation module configured to generate a data structure that correlates the identified image feature exhibited by the item image with the text token included in the item description determined to match at least one of the generated set of most frequent text tokens.
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Specification