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US Patent 10318827 Object detection neural networks

Patent 10318827 was granted and assigned to Waymo on June, 2019 by the United States Patent and Trademark Office.

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Patent
Patent

Patent attributes

Patent Applicant
Waymo
Waymo
Current Assignee
Waymo
Waymo
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
10318827
Patent Inventor Names
Yimeng Zhang0
Ury Zhilinsky0
Zhaoyin Jia0
Yun Jiang0
Date of Patent
June 11, 2019
Patent Application Number
15383648
Date Filed
December 19, 2016
Patent Citations Received
‌
US Patent 11972601 Method for selecting image samples and related equipment
0
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US Patent 10699192 Method for optimizing hyperparameters of auto-labeling device which auto-labels training images for use in deep learning network to analyze images with high precision, and optimizing device using the same
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US Patent 11551365 Methods and systems for computer-based determining of presence of objects
0
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US Patent 11282389 Pedestrian detection for vehicle driving assistance
0
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US Patent 11321591 System for identifying a defined object
Patent Primary Examiner
‌
Solomon G Bezuayehu
Patent abstract

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating object detection predictions from a neural network. In some implementations, an input characterizing a first region of an environment is obtained. The input includes a projected laser image generated from a three-dimensional laser sensor reading of the first region, a camera image patch generated from a camera image of the first region, and a feature vector of features characterizing the first region. The input is processed using a high precision object detection neural network to generate a respective object score for each object category in a first set of one or more object categories. Each object score represents a respective likelihood that an object belonging to the object category is located in the first region of the environment.

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