A novel image feature extraction method BSDR is proposed.
BSDR refers to Bayesian sample steered discriminative regression.
BSDR both uses the sample class label and the sample appearance for mapping function learning.
Experimental results demonstrate the effectiveness of the proposed BSDR method.