公开(公告)号：US12033334B2

公开(公告)日：2024-07-09

申请号：US17839448

申请日：2022-06-13

Applicant: Luminar Technologies, Inc.

Inventor： Vahid R. Ramezani ,  Akshay Rangesh ,  Benjamin Englard ,  Siddhesh S. Mhatre ,  Meseret R. Gebre ,  Pranav Maheshwari

IPC: G06T7/246 ,  G06N3/044 ,  G06N3/08 ,  G06T7/73

CPC classification number: G06T7/246 ,  G06N3/044 ,  G06N3/08 ,  G06T7/73 ,  G06T2207/10016 ,  G06T2207/20081 ,  G06T2207/20084

Abstract: A sequence of images generated at respective times by one or more sensors configured to sense an environment through which objects are moving relative to the one or more sensors is received. A message passing graph having a multiplicity of layers associated with the sequence of images is constructed. A neural network supported by the message passing graph is trained. The training includes performing a pass through the message passing graph in a forward direction including by adding a new feature node based on a feature detection and a new edge node and performing a pass through the message passing graph in a backward direction, including by updating at least one edge node of the message passing graph. Multiple features are tracked through the sequence of images, including passing messages through the message passing graph.