Re:Velodyne Lidar Inc. baffled by Uber crash
by jefft255 on Sunday March 25, 2018 @12:44PM
(#16673001)
There are many projects using deep learning with lidar. Google PointNet, PointNet++, also https://www.youtube.com/watch?v=UXHX9kFGXfg . These are all much newer than 2D CNNs and I don't know if it works well enough to actually be used in SDCs. Also, using CNNs on point clouds comes with all sorts of problems.
From https://eng.uber.com/sbnet/
"By applying convolutional neural networks (CNNs) and other deep learning techniques, researchers at Uber ATG Toronto are committed to developing technologies that power safer and more reliable transportation solutions."
"CNNs are widely used for analyzing visual imagery and data from LiDAR sensors. In autonomous driving, CNNs allow self-driving vehicles to see other cars and pedestrians"