A new method for rotation and scale invariant pattern recognition is described. The technique is based upon a simple neural network model allowing massively parallel processing. The method forms an extension to the ADAM system, which is a neural network based associative memory. The basics of the ADAM associative memory are described along with the extension which provides an invariant capability.