DECIMER Image Classifier is a deep learning-based architecture for the identification of images that contain a depiction of a chemical structure. It has been trained, tested and validated using a balanced dataset of images with and without chemical structure depictions (creation and curation of this dataset are outlined in detail in the Methods section).