(a) Optimization for number of CNN layers. Maximum accuracy was achieved for 4 layer CNN (b) Optimization for number of filters. 4 filters per layer gave maximum accuracy. (c, e, g) different input images from data set. (d,f,h) Output of background removal with final predicted output of emotion.