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公开(公告)号:US20250166325A1
公开(公告)日:2025-05-22
申请号:US18744541
申请日:2024-06-14
Applicant: QUALCOMM Technologies, Inc.
Inventor: Hongyu WU , Pengwan YANG , Yuki Markus ASANO , Cornelis Gerardus Maria SNOEK
Abstract: A processor-implemented method includes obtaining, with a backbone artificial neural network, an original feature map of point cloud data. The method also includes deforming the point cloud data, with a deformation artificial neural network, into a number of deformed point cloud objects based on the original feature map of point cloud data. The method further includes combining the deformed point cloud objects into a mixed point cloud. The method still further includes extracting, with the backbone artificial neural network, a mixed feature map from the mixed point cloud. The method includes extracting a number of deformed feature maps from the deformed point cloud objects. The method still further includes computing, with a contrastive module, a loss for the backbone artificial neural network and for the deformation artificial neural network based on the mixed feature map and the deformed feature maps.