This paper presents a new solution to segment and quantify the microstructures from images of nodular, gray and malleable cast irons, based on an Artificial Neural Network. The neural network topology used is the multilayer perception, and the algorithm chosen for its training was the backpropagation. This solution was applied to 60 samples of cast iron images and results were very similar to t...