To address this issue, we propose the concept of tightly-coupled convolutional Transformer (TCCT) and three TCCT architectures which apply transformed CNN architectures into Transformer: (1) CSPAttention: through fusing CSPNet with self-attention mechanism, the computation cost of self-attention ...