Abstract: The improved system and method disclosed herein includes training an auto-labelling engine in a plurality of iterations until a performance of the auto-labelling engine is satisfactory. The auto-labelling engine is trained based on a combination of a plurality of manually annotated first media and a plurality of second media without annotation. The method further includes receiving at least one media for labelling and using the trained auto-labeling engine to draw at least one bounding box around at least one object in the received at least one media for labelling the at least one object in the at least one media.