This text is a comprehensive study on password based authentication schemes in smart card applications. This study will provide an overview of authentication schemes and provide an new directions for the young researcher in authentication protocol design. This text covers following areas: RSA based password authentication schemes, ECC based password authentication schemes, ElGamal based password authentication schemes and Hash based password authentication schemes