If x is a non-empty string then the repetition xx is called a tandem repeat. Similarly, a tandem in a two dimensional array X is a configuration consisting of a same primitive block W that touch each other with one side or corner. In [1], Apostolico and Brimkov have proved various bounds for the number of tandems in a two dimensional word of size m × n. Of the two types of tandems considered therein, they also proved that, for one type, the number of occurrences in an m × n Fibonacci array attained the general upper bound, O(m 2 n log n). In this paper, we derive an expression for the exact number of tandems in a given finite Fibonacci array f m,n . As a required result, we derive the factor complexities of f m,n , m, n ≥ 0 and that of the infinite Fibonacci word f ∞,∞ . Generations of f ∞,∞ and f m,n , for any given m, n ≥ 1 using a two-dimensional homomorphism is also achieved.