Before revision:  To the best of our knowledge, VisualSparta is the first transformer-based text-to-image retrieval model that can achieve real-time searching for very large dataset , with significant accuracy improvement compared to previous state-of-the-art methods.
After revision:  To the best of our knowledge, VisualSparta is the first transformer-based text-to-image retrieval model that can achieve real-time searching for large-scale datasets , with significant accuracy improvement compared to previous state-of-the-art methods.