How can noise be reduced before performing 3D segmentation on microscopy images?

Question

I am working with 3D microscopy images and often encounter significant noise that affects segmentation results.

What preprocessing steps or filters are commonly used to reduce noise while preserving object boundaries before 3D segmentation?