What is this "finite field cryptography"?
"Finite field cryptography" is fancy language for group-based cryptography done over the integers modulo a prime (instantiating a field) to distinguish this more "classic" approach from the new fancier elliptic curve cryptography.

Example:
Finite Field Diffie-Hellman: Diffie-Hellman done in $\mathbb F_p$.