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Attention weights discovered on both aesthetic feature and word embeddings validate our motivation. We experiment on three standard datasets of RefCOCO, RefCOCO+ and RefCOCOg commonly used in this area. Both quantitative and qualitative outcomes display the potency of our suggested framework. The experimental results show considerable improvements over standard practices, and tend to be positively much like the advanced results. Additional ablation study and evaluation clearly