Research Article

Roadside LiDAR Vehicle Detection and Tracking Using Range and Intensity Background Subtraction

Algorithm 1

Compute DMD Background Modes of Intensity.
Input: Intensity Channel Azimuth Unit Diagram
 Outputs: Background Intensity Mode for Each LiDAR Beam
 For Every Beam Intensity spatial-temporal matrix
(1)Calculate operator that fits between the following two matrices using Moore-Penrose pseudoinverse:
(2)Take SVD of :
(3)Reduced matrix and obtain of by projecting A onto :
(4)Eigen decomposition:
(5)Compute modes:
(6)Obtain the low-rank background mode , whose corresponding eigenvalue is asymptotically close to .
 End For