How do I purge the gallery on my Samsung Note 3
With the Note 3 do the following:

Open 
-settings

-General 

-accounts

-Google

uncheck'Sync Picasa Web Albums'

The "gallery" button is found in General> applications manager 

Select All

Scroll down and select Gallery

Tap Clear Data