- Patent Title: Generation of synthetic image data using three-dimensional models
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Application No.: US17132738Application Date: 2020-12-23
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Publication No.: US11631260B1Publication Date: 2023-04-18
- Inventor: Shashank Tripathi , Visesh Chari , Ambrish Tyagi , Amit Kumar Agrawal , James Rehg , Siddhartha Chandra
- Applicant: Amazon Technologies, Inc.
- Applicant Address: US WA Seattle
- Assignee: Amazon Technologies, Inc.
- Current Assignee: Amazon Technologies, Inc.
- Current Assignee Address: US WA Seattle
- Agency: K&L Gates LLP
- Main IPC: G06K9/00
- IPC: G06K9/00 ; G06V20/64 ; G06N3/084 ; G06K9/62 ; G06T17/20 ; G06N20/00 ; G06F17/15 ; G06V10/25

Abstract:
Techniques are generally described for object detection in image data. First image data comprising a three-dimensional model representing an object may be received. First background image data comprising a first plurality of pixel values may be received. A first feature vector representing the three-dimensional model may be generated. A second feature vector representing the first plurality of pixel values of the first background image data may be generated. A first machine learning model may generate a transformed representation of the three-dimensional model using the first feature vector. First foreground image data comprising a two-dimensional representation of the transformed representation of the three-dimensional model may be generated. A frame of composite image data may be generated by combining the first foreground image data with the first background image data.
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