Based on the globally interconnected Hopfield model, a new concept of locally interconnected associative memory is proposed in this paper. Compared with the globally interconnected, locally interconnected neural network has a smaller interconnection weight matrix (IWM), therefore, it can be easily implemented with commercially available spatial light modulators. Moreover, computer simulations indicate that it still possesses the global association ability.