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Neural Information Processing Systems 

R1: Cut down on some sections (3.2.1, 3.2.2 and 3.2.5) to spare space for the qualitative examples. We will revise our paper according to the suggestion in the final version. We added experiments on MS-COCO and Flicker30k using single-head attention, Table 1. R2: The base attention model performs better than up-down and GCN-LSTM. In addition, our experimental results showed that increasing the number of min.

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