MolClassifier is a model for classifying chemical images into: "Clean" (corresponding to Molecular Structure), "Markush" (corresponding to Markush structure) and "Trash" (corresponding to Background). MolClassifier is presented in PatCID: an open-access dataset of chemical structures in patent documents.