When projection from LiDAR cloud points to depth map. There is occlusion regions due to the relative translation and rotation between LiDAR and camera.
Here is an Occlusion Removal algorithm implementation, referring Zhao, Yiming, et al. "A surface geometry model for lidar depth completion." IEEE Robotics and Automation Letters 6.3 (2021): 4457-4464.

