Before revision:  In this paper, we propose VisualSparta, a novel text-to-image retrieval model that shows substantial improvement over existing models on both accuracy and efficiency.
After revision:  In this paper, we propose VisualSparta, a novel (Visual-text Sparse Transformer Matching) model that shows substantial improvement over existing models on both accuracy and efficiency.