According to the distributions of target features and noise, this paper presents the formula of the minimum error probability (Bayes error probability) in some conditions. This formula relates directly the minimum error probability to the distributions of features and noise and can be used to analyse the effectiveness of target features in noisy background. As an example, the effectiveness of IR. radiation features of target and decoy is analysed in the paper.