Print job aesthetics enhancements detection and modeling through combined user activity analysis and content matching
First Claim
1. An automated method for processing a print job comprising:
- generating a predictive model, comprising, for each of multiple prior print jobs;
characterizing the prior print job through a set of features;
andassociating any enhancement operations performed on the prior print job with the characterized prior print job;
thereafter, receiving a submitted print job;
extracting features from the submitted print job for characterizing the print job;
comparing the extracted features of the submitted print job with the predictive model, including computing a similarity measure to identify at least one closest matching prior characterized print job based on its set of features; and
generating at least one proposed enhancement operation for the submitted print job based on the enhancement operations performed on the at least one closest matching prior print job identified in the comparison.
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Accused Products
Abstract
An automated method for processing a print job includes receiving a submitted print job, extracting features from the submitted print job for characterizing the print job, comparing the extracted features with a predictive model which is based on features extracted from prior print jobs and enhancement operations performed on the prior print jobs, and generating at least one proposed enhancement operation for the submitted print job based on the comparison. The proposed enhancement operations may be presented to an operator for verification or, if the enhancement operations are determined to have a threshold level of confidence, may be automatically applied to the print job.
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Citations
24 Claims
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1. An automated method for processing a print job comprising:
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generating a predictive model, comprising, for each of multiple prior print jobs; characterizing the prior print job through a set of features; and associating any enhancement operations performed on the prior print job with the characterized prior print job; thereafter, receiving a submitted print job; extracting features from the submitted print job for characterizing the print job; comparing the extracted features of the submitted print job with the predictive model, including computing a similarity measure to identify at least one closest matching prior characterized print job based on its set of features; and generating at least one proposed enhancement operation for the submitted print job based on the enhancement operations performed on the at least one closest matching prior print job identified in the comparison. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 24)
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17. A print management system for processing a print job comprising:
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a model in which for each of multiple prior print jobs, features extracted from the prior print job are linked to enhancement operations which were performed on the prior print job, the features including an identification of a customer that submitted the print job; and an automated aesthetics enhancement tool which extracts features from a submitted print job, compares the extracted features with the model and generates proposed enhancement operations for the submitted print job based on the comparison. - View Dependent Claims (18, 19, 20)
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21. A method for generating a model for proposing automated enhancement operations for a submitted print job comprising:
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for each of a plurality of print jobs; characterizing the print job through a set of features including a print job level feature related to the print job, and at least one of a document level feature related to a document within the print job and an object level feature related to sub-parts which compose the document associating any enhancement operations performed by an operator on the print job with the characterized print job, including, for each of a plurality of print jobs, creating a history track which links test print jobs printed prior to production printing and their associated enhancement operations with the print job; and modeling the characterized print jobs and associated enhancement operations, whereby proposed enhancement operations for a submitted print job are generated when the model is accessed with features of the submitted print job. - View Dependent Claims (22, 23)
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Specification