I tried with the sample pictures on my computer, and it recognized all of them - some with uncanny accuracy.

I uploaded some photos which I took recently. It recognized them to fairly well.

Changing the orientation of an image, even if the orientation is provided in the metadata, seems to trip it up though.

Overall, amazing. Considering that it is from the Wolfram stable, not much of a surprise!