Two factors in the split-and-merge image region segmentation algorithm that lead to incorrect segmentation, the merge sequence and merge predication, were analyzed. The corresponding improvements were presented, and the improved algorithm was realized. The effectiveness of the improvements was testified by comparing the results of the improved algorithm with the results of the classic algorithm.