The present invention relates to an apparatus for transferring a glove (100) from a conveyor (200) characterized by: a camera (10); a pick-up assembly (20) comprising a pair of inner grippers (21) and two pairs of outer grippers (22); a pair of sensors (30); a robotic arm (40) mounted with the pick-up assembly (20); a processor. The present invention also relates to a method for transferring a glove (100) from a conveyor (200), characterized by the steps of: locating a cuff (101) of the glove (100) on the conveyor (200) by capturing an image on the conveyor with a camera (10) and analyzing the image with a processor; using a robotic arm (40) to move a pick-up assembly (20) to the located cuff (101); gripping the cuff (101) with a pair of inner grippers (21) of the pick-up assembly (20) and lifting the glove (100) by retracting the pair of inner grippers (21); detecting the glove (100) position by using a pair of sensors (30); opening the glove (100) by grabbing and sliding apart the two pairs of outer grippers (22); shifting the glove (100) towards a workstation (300) by using the robotic arm (40); transferring the glove (100) to the workstation (300) by engaging the glove (100) to the workstation (300).