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On the Role of Scene Graphs in Image Captioning

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Figure

Figure 1: Overview of our architecture for image captioning.
Table 1: Results on the full MS-COCO dataset. “I”,“G” and “I+G” correspond to models using image fea-tures only, scene graphs only and both, respectively.“B”, “M”, “R”, “C” and “S” correspond to BLEU, ME-TEOR, ROUGE, CIDEr and SPICE (higher is better).
Figure 2: Caption generation results on COCO dataset. All results are generated by models trained on the full ver-sion of Karpathy split, and all graph features are processed by GCN with edge-wise gating

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