A new dissociating unifying image segmentation method was presented, which firstly over segments an image using pyramid fuzzy C mean(PFCM) clustering, then unifyes these over segmented regions into some significant object regions by using fuzzy mergence technique. Finally. several typical experiments to verify the proposed method were given with satisfactory results.