Hi @RuixiaoZhang
From the looks of it, the perspective is different, that's why there are no pixels in the pointcloud for that specific region.
The camera view starts at coordinate origin and moves out in straight lines (along Z). That means if some part cannot be seen due to obstruction, no points will be generated for it, and it will seem like the pointcloud is missing some parts.
Thanks,
Jaka