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US Patent 11694088 Method for object detection using knowledge distillation

Patent 11694088 was granted and assigned to Cortica on July, 2023 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
1

Patent attributes

Patent Applicant
Cortica
Cortica
1
Current Assignee
Cortica
Cortica
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
116940881
Date of Patent
July 4, 2023
1
Patent Application Number
167820871
Date Filed
February 5, 2020
1
Patent Citations
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US Patent 7340358 Measurement equipment
1
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US Patent 7346629 Systems and methods for search processing using superunits
1
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US Patent 7353224 System and method for efficiently finding near-similar images in massive databases
1
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US Patent 7376672 System and methods for providing adaptive media property classification
1
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US Patent 7383179 Method of cascading noise reduction algorithms to avoid speech distortion
1
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US Patent 7433895 Adding dominant media elements to search results
1
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US Patent 7529659 Method and apparatus for identifying an unknown work
1
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US Patent 7657100 System and method for enabling image recognition and searching of images
1
...
Patent Citations Received
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US Patent 11776292 Object identification device and object identification method
Patent Primary Examiner
‌
Emmanuel Bayard
1
CPC Code
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G06N 3/088
1
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G06N 3/0454
1
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G06N 3/0481
1

A method that may include training a student ODNN to mimic a teacher ODNN. The training may include calculating a teacher student detection loss that is based on a pre-bounding-box output of the teacher ODNN. The pre-bounding-box output of the teacher ODNN is a function of pre-bounding-box outputs of different ODNNs that belong to the teacher ODNN. The method may also include detecting one or more objects in an image, by feeding the image to the trained student ODNN; outputting by the trained student ODNN a student pre-bounding-box output; and calculating one or more bounding boxes based on the student pre-bounding-box output.

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