Image -captions: structures in images very often have captions / labels that are especially useful when they are referenced in the further text or images of the document. Thus, a chemical structure is typically referenced in reaction schemes or tables without the need to re-draw the structure. Unfortunately, none of the present methods was able to reliably recognize and name a structure using such a corresponding label or caption.