We consider Union-Find as an appropriate data structure to obtain two
linear time algorithms for the segmentation of images. The linearity i
s obtained by restricting the order in which Union's are performed. Fo
r one algorithm the complexity bound is proven by amortizing the Find
operations. For the other we use periodic updates to keep the relevant
part of our Union-Find-tree of constant height. Both algorithms are g
eneralized and lead to new linear strategies for Union-Find that are n
either covered by the algorithm of Gabow and Tarjan (1984) nor by the
one of Dillencourt et al. (1992).