A stateful packet filter will discard any FIN which don't belong to an existing connection, which means that these don't reach the intended target. Stateful packet filters are commonly implemented in firewall appliances and also implicitly (for doing NAT) in typical SoHo routers. Often they also implemented in the target system, i.e. a typical iptables setup on a Linux server.