Shirt, scale and rotation invariant pattern recognition using moment invariants is discussed in this paper. Calculated moment invariants are coded in binary forms, which are used to construct the associative memory in the neural network. The combination or moment invariants with optical neural network makes it possible to realize the distortion invariant pattern recognition. Shirt and rotation invariances have been experimentally demonstrated with a low-cost LCTV optical neural network using the moment invariant principle