You can generate new curve parameters, but nobody does, and you shouldn't (you will perish in flames). The popular curves, probably in order of popularity, are the NIST P-Curves (like P-256), Curve25519 (and Ed25519 for signing), Bitcoin's secp256k1 (originally from Certicom), and then higher-security-margin curves like E-521.