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US Patent 11954893 Negative sampling algorithm for enhanced image classification

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Contents

Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
119548930
Patent Inventor Names
Oron Nir0
Maria Zontak0
Haim Sabo0
Irit Ofer0
Anika Zaman0
Avner Levi0
Tucker Cunningham Burns0
Apar Singhal0
...
Date of Patent
April 9, 2024
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Patent Application Number
178432700
Date Filed
June 17, 2022
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Patent Citations
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US Patent 10043078 Virtual turnstile system and method
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US Patent 10068171 Multi-layer fusion in a convolutional neural network for image classification
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US Patent 10255525 FPGA device for image classification
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US Patent 10432896 System and method for activity monitoring using video data
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US Patent 10977558 Data encoding and classification
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US Patent 11037312 Technologies for thermal enhanced semantic segmentation of two-dimensional images
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US Patent 11270121 Semi supervised animated character recognition in video
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US Patent 11450107 Dynamic detection and recognition of media subjects
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Patent Primary Examiner
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Amir Alavi
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CPC Code
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G06K 9/6259
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G06V 10/25
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G06V 10/774
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G06V 10/82
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G06V 10/454
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G06V 20/41
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G06V 20/00
0
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G06T 5/40
0
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Patent abstract

The technology described herein is directed to systems, methods, and software for indexing video. In an implementation, a method comprises identifying one or more regions of interest around target content in a frame of the video. Further, the method includes identifying, in a portion of the frame outside a region of interest, potentially empty regions adjacent to the region of interest. The method continues with identifying at least one empty region of the potentially empty regions that satisfies one or more criteria and classifying at least the one empty region as a negative sample of the target content. In some implementations, the negative sample of the target content in a set of negative samples of the target content, with which to train a machine learning model employed to identify instances of the target content.

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