Figure 1. Motivation of our method. (a) False matches tend to occur in cross-modal features. We establish well-aligned image- modal reference features thus transit the text-to-image matching to image-to-image matching. (b) Indivdual matching tends to suffer from disturbances. We propose a novel relation-aware matching strategy for more robust region classification.