In the context of the development of innovative computational intelligence based medical systems, two systems were developed. The first one, investigates the classification capacity of a new adaptive neural network architecture based on dissimilar neurons in medical data sets, whereas, the second one investigates the effectiveness of video coding based on visual attention and region of interest.