The timely identification and early prevention of crop diseases are essential for improving production. In this paper, deep convolutional-neural-network (CNN) models implemented to identify diagnose in plants from their leaves, since CNNs have achieved impressive results the field machine vision. Standard CNN require a large number parameters higher computation cost. we replaced standard convol...