"Deep-Convolution-Autoencoder-Hashing (DCAH)" contains an encoder sub-network, a decoder sub-network, and a supervisory sub-network, to generates a low dimensional binary code in a layer-wised manner of the deep conventional neural network. MNIST, CIFAR-10 , CIFAR-100, SVHN datasets have been used