In this article we describe our approach to recognize Colorado beetles in digital images. Colorado beetles are one of the main threats for potatoes fields. The Colorado beetles recognition is a task for artificial vision systems. The main characteristic that was analyzed is image texture because of the beetles have very specific yellow-black strips. For texture recognition task we applied Random Threshold neural classifier (RTC). In this article we describe the RTC structure and algorithms. We analyze the obtained results.