My dell has about sixty thousand photos on it. They are in folders which I created and labeled using software which came with the laptop. It is called Microsoft Office Picture Manager.
I am able to find any picture in the sixty thousand within a few seconds. The software which searches by name is very fast. If desired, the photos can be sorted alphabetically or chronologically, forward or backward.
It cost nothing and works perfectly for me.