Convolve[Piecewise[{{1/3, 1/3 <= x <= 5/9 && 0 <= y <= 1}}], Piecewise[{{1, -1/19 <= x <= 1/19 && -1/19 <= y <= 1/19}}], {x, y}, {u, v}]

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