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It allocates image pyramid with 64 levels and scale = 1.05 (default parameters). This can be the largest part.

Also it allocates memory for descriptors: nbins * cells_per_block * blocks_per_img * sizeof(float). For 1920x1080 it something about 4.4 MB.