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US 12,001,917 B2Granted
Hub-and-spoke classification system and methods
AssigneeUmajin Inc.
InventorDavid Brebner
Life of this patent
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Abstract
According to some embodiments of the present disclosure, the disclosure relates to an application system and server kit that create and serve digital twin-enabled applications. This disclosure also relates to a hub-and-spoke classification system. This disclosure also relates to a location-based services framework that leverages a generative content process to improve location prediction. This disclosure also relates to virtual reality and augmented reality applications, as well as digital agents that support various types of applications.
Claims17
A method for training a classification device, comprising:
- receiving, by one or more processors of a hub device, a plurality of images of an object being monitored by the classification device;
- extracting, by the one or more processors, a set of image subsections from the plurality of images;
- determining, by the one or more processors, a set of potential templates from the set of image subsections;
- for each potential template of the set of potential templates:
- determining, by the one or more processors, a set of weighted match scores for the potential template, wherein each of the weighted match scores corresponds to a respective classification and indicates a degree of confidence in the respective classification;
- determining, by the one or more processors, a set of similarity scores for the potential template, wherein each of the similarity scores corresponds to another respective image subsection from the set of image subsections and indicates a degree of similarity between the potential template and the other respective image subsection;
- in response to determining one of the weighted match scores exceeds a match score threshold and at least one of the similarity scores exceeds a first similarity threshold:
- assigning, by the one or more processors, the respective classification corresponding to the weighted match score that exceeded the match score threshold to the potential template;
- and
- including, by the one or more processors, the potential template in a set of classifiable templates corresponding to the classification device;
- in response to determining one of the weighted match scores exceeds a match score threshold and a plurality of the similarity scores are less than the first similarity threshold and greater than a second similarity threshold:
- assigning, by the one or more processors, the respective classification corresponding to the weighted match score that exceeded the match score threshold to the potential template;
- and
- including, by the one or more processors, the potential template in a set of alternative templates corresponding to the classification device;
- and
- providing the set of alternative templates and the set of classifiable templates to the classification device.
13 more elements
Dependencies are inferred from the claim text.