The encryption key includes some "fingerprinting" of the phone, so it can't be decrypted in another phone, even if you know the encryption key.
(And the encryption methods [different manufacturers use different encryption algorithms] aren't published, so unless someone figures one out by pure brute force, there won't be any "Samsung SD card decrypter" app.)