This paper proposes a new algorithm based on Support Vector Data Description which labeling samples automatically by lead transductive confidence.The proposed algorithm gives the confidence lever about labeling result to improving the labeled samples quality.Experiment on UCI data sets shows the new algorithm has advantages on label samples with high quality.