Update validate_panel normalization method to use cohort-wide constants per channel

[alex-l-kong]

Describe the bug

Currently, the validate_panel function normalizes each channel separately based on its own 99.9% value. This will accentuate noise for very dim images, which leads to undesirable images.

Expected behavior

The normalization value needs to reflect the cohort as a whole, and not just on an individual level. To address, figure out what the best constants to use for each channel are, and use that to normalize all images across a cohort or sub-cohort.