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公开(公告)号:US20230213643A1
公开(公告)日:2023-07-06
申请号:US18076723
申请日:2022-12-07
Applicant: Waymo LLC
Inventor: Jyh-Jing Hwang , Henrik Kretzschmar , Dragomir Anguelov
CPC classification number: G01S13/867 , G01S13/89 , G01S7/417 , G06T7/50 , G06V10/82 , G06T7/194 , G06V10/80 , G06T2207/10028 , G06T2207/20084 , G06T2207/20221 , G06T2207/30252 , G06V20/56
Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for processing sensor data. In one aspect, a method includes obtaining image data representing a camera sensor measurement of a scene; obtaining radar data representing a radar sensor measurement of the scene; generating a feature representation of the image data; generating a respective initial depth estimate for each of a subset of the plurality of pixels; generating a feature representation of the radar data; for each of the subset of the plurality of pixels, generating a respective adjusted depth estimate for the pixel using the initial depth estimate for the pixel and the radar feature vectors for a corresponding subset of the plurality of radar reflection points; generating a fused point cloud that includes a plurality of three-dimensional data points; and processing the fused point cloud to generate an output that characterizes the scene.