In addition, a discrete optimization algorithm is proposed to solve the discrete problems. Our major contributions can be summarized as follows: 1. A novel supervised cross-modal hashing method, i.e., DSAH, is proposed to learn the discriminative compact hash codes for large-scale retrieval ...