Fast SRC using quadratic optimisation in downsized coefficient solution subspace.

•A quadratic optimisation method with dimension reduction for fast sparse representation based classification.•The linear discriminative analysis is used to further improve the discriminative capability of the proposed method.•State-of-the-art deep CNN features is used for performance boosting.