Before revision:  TransFuse, a novel two-branch architectureis proposed, which combines Transformers and CNNs in a parallel style . With TransFuse, both global dependency and low-level spatial details can be efficiently captured in a much shallower manner.
After revision:  TransFuse, a novel two-branch architectureis proposed, which combines Transformers and CNNs in a parallel style , where both global dependency and low-level spatial details can be efficiently captured in a much shallower manner.