How do i delete duplicate photos in the Pictures folder

I have thousands of photos not just in various iPhoto and photos libraries but scattered throughout the iMac. They all, however, are stored in the Users pictures folder. What is the best method/software to remove all duplicates in this folder. I have been storing images since purchasing my first iMac, the white plastic one with the first intel chip.