A fast dictionary-learning-based classification scheme using undercomplete dictionaries

•A new DL-based supervised classification method is proposed that utilizes multiple undercomplete dictionaries.•An algorithm for learning undercomplete dictionaries from a set of labeled training data based on singular value decomposition is introduced.•Simulation results show that this method achieves higher classification accuracies compared with some of the similar methods, while having less computational complexity