Before revision:  Evaluation on four V L benchmarks shows that Weakly-supervised VisualBERT achieves similar performance with a model pre-trained with paired data.
After revision:  Evaluation on four V We find that such a simple approach achieves performance close to a model pre-trained with paired data.