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公开(公告)号:US20240280372A1
公开(公告)日:2024-08-22
申请号:US18171004
申请日:2023-02-17
Applicant: NVIDIA Corporation
Inventor: Joshua Edward ABBOTT , Amir AKBARZADEH , Joachim PEHSERL , Samuel OGDEN , David WEHR , Ke CHEN
CPC classification number: G01C21/3644 , B60W60/001 , G06V10/82 , B60W2420/403
Abstract: In various examples, one or more DNNs may be used to detect landmarks (e.g., lane lines) and regress a representation of their shape. A DNN may be used to jointly generate classifications of measured 3D points using one output head (e.g., a classification head) and regress a representation of one or more fitted shapes (e.g., polylines, circles) using a second output head (e.g., a regression head). In some embodiments, multiple DNNs (e.g., a chain of multiple DNNs or multiple stages of a DNN) are used to sequentially generate classifications of measured 3D points and a regressed representation of the shape of one or more detected landmarks. As such, classified landmarks and corresponding fitted shapes may be decoded and used for localization, navigation, and/or other uses.