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 in proportional to the inputs.