Before revision:  SEG-Net uses  a self-attentive architecture, known as ,\emph{Transformer as the building block with a couple of uniqueness.
After revision:  SEG-Net uses a self-attentive architecture, \emph{Transformer as the building block with a couple of uniqueness.