A graph-theoretical model is used to show that a special case of image reconstruction problem (with 3 colors) can be solved in polynomial time. For the general case with 3 colors, the complexity status is open. Here we consider that among the three colors there is one for which the total number of multiple occurrences in a same line (row or column) is bounded by a fixed parameter. There is no assumption on the two remaining colors.