The Random Amplified Polymorphic DNA(RAPD) technique is a useful method to detect genetic polymorphisms. Since pattern recognition of the RAPD is usually based on eye measurement, the result is often unreliable. To overcome this human error, we have developed a computer-aided method using image processing and pattern recognition by a neural network model to identify RAPD patterns derived from bacterial species.