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Will this work... Camera calibration without human intervention

Instead of having a physical checkerboard. If I was to create a small clear plastic grill with a bunch of holes filled with black plastic, stick a really bright LED behind to cast shadows/circles on a wall, can these sharp cast shadows be used as the calibration pattern?