Reliability assessment methods for devices with small-sample high-reliability safe-or-failure pattern are difficult problems in nuclear engineering and aerospace engineering.Some reliability assessment methods are analyzed thoroughly,including Bayesian statistics,improved Bayesian approach and Bayesian networks.Meanwhile the corresponding simulation examples are given to explain the application of the methods.Finally,some conclusions and advices are proposed for the device reliability assessment with only safe-or-failure pattern.