Before revision:  TransFuse, a novel two-branch architectureis proposed, which combines Transformers and CNNs in a parallel style .
After revision:  In this paper, we propose a novel parallel-in-branch architecture, TransFuse, to address this challenge. TransFuse combines Transformers and CNNs in a parallel style .