Solved by PH_Ng in post #8 
              
              
                Sorry for the late reply, just finished my semester exams. I really appreciate your help and the prompt reply. 
I trained on 48x64 images. I discarded pixels above 64. I have managed to get it working now, I discarded the previous idea an generate 96 x 96 images instead, having all the hidden layers…