Is there any merging procedure for multiple scenes taking from RGB-D to avoid noise?
Yes, one technique is known as super-resolution imaging.  There's a rich literature on the subject, at least for RGB images.  You could check Google Scholar to see if there has been any research on super-resolution for RGB-D images (e.g., from 3D cameras such as Kinect, Intel RealSense, etc.).