Align Lidar Pointcloud on RGB camera 🥶
Data is collected by KITTI project.
You need to download 2011_09_26_drive_0002 and extract it in this directory. (synced+rectified data)
You will also need calibration parameters.
Paper: link
The idea was simple - take one frame from KITTI data and introduce artificial bias in rotation and translation of velo2cam
. Then use
the process decribed in a paper to find correction in R
and T
.
Simulated annealing approach is used (Random Search + Suboptimal solution acceptance with diminishing probability).
I’ve failed to reproduce the results. It seems that my implementation of loss function is not correct. Euclidean distance between true rotation/translation and predicted ones increases as the number of iterations raises.