Diagrams embedded in the biomedical literature convey rich contents, which often concisely and intuitively highlight key thesis of a research article. Despite their vital importance and informative clues for biomedical literature navigation and retrieval, currently, we miss an effective computational method for automatically understanding and accessing these valuable resources.