The initialization consists of entirely local operations on each processor. Pixels on each tile are examined in row-major order fashion. If a pixel is an unmarked, colored pixel, a breadth-first search procedure starting at that pixel labels all connected like-colored pixels within that tile with a globally unique label. When a pixel is visited in the labeling procedure, it becomes marked. During the initial row-major order search, for 8-connectivity, only the four pixels to the right, below-left, below, and below-right, need to be examined for connectivity. For 4-connectivity, only the pixels to the right and below need to be examined. This sequential connected components algorithm runs in O where |V| is the number of vertices, and |E| is the number of edges searched. Since , this algorithm runs in time. The result is an array of positive integers corresponding to the unique label values of the connected components in the subimage.
The initial labeling of each pixel with local offset in the processor with logical grid position will be . This labeling ensures that each processor will obtain unique labelings across the subimages after running the sequential connected components step, without having to do any communication among the processors. Thus, the initialization step runs in