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We have partnered with Jeld Wen (a company leader in manufacturing of interior doors), for the creation of an online system for quality control and defect detection on wooden doors. To be able to identify any defects, present both on the front and on the side, we have created two different and independent systems. A system performing a 2D scan of the main facade of the door identifying any cuts or gaps, while the second system consists of 3D cameras carries out the control along the thickness of the door. If the system does not find any significant flaw the target is considered suitable and continues in the production cycle, otherwise it is discarded from the plant mechanically.