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Merging Algorithm - Overview

Now we are ready to begin the merging phase. As mentioned above, we merge the p subimages into larger and larger image sections with consistent labelings. There will be iterations since we cut the number of uncombined subimages in half during each iteration. Unlike previous connected components algorithms, we use a technique which identifies processors as group managers or clients during each phase. The group managers have the task of organizing the retrieval of boundary data, performing the merge, and creating the list of label changes. Once the group managers broadcast these changes to their respective clients, all processors must use the information to update their tile hooks, data structures which point to connected components on local tile borders. See Figure 5 for an illustration of the tile hook data structure in which three tile hooks contain the information needed to update the border pixels. The clients assist the group managers by participating in the coalescing of data during each merge phase. Finally, the complete relabeling is performed at the very end using information from the tile hooks.

Without loss of generality, we first perform a horizontal merge along every other vertical border, then a vertical merge along every other horizontal border, alternating orientation until we have merged all the tiles into one consistent labeling. We merge vertical borders exactly times, where w is the number of columns in the logical processor grid. Similarly, we merge horizontal borders exactly times, where v is the number of rows in the logical processor grid.

The merging algorithm for a horizontal merge is similar to that of a vertical merge. Most of the code is identical, except for substituting ``up'' for ``left'' and ``down'' for ``right.'' However, one nontrivial change relates to identifying during each iteration which processors will be group managers and which will be clients, concepts defined precisely in the following section.



next up previous
Next: Merging Algorithm - Up: Connected Components of Previous: Initialization and Sequential



David A. Bader
dbader@umiacs.umd.edu