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Ok after few hours of debugging and research i found that their is a parameter in realsense node which enables the pointcloud being publishing to be organized, default being un-organized. So setting ordered_pc:=true made this issue solved. Here is my full command:

ros2 launch realsense2_camera rs_launch.py enable_pointcloud:=true ordered_pc:=true

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