Figure 4. Illustration of our DFormerv2. (a) Overall architecture of our DFormerv2, which contains an encoder with pyramid structure
and a decoder head that receives input from the last three stage features. (b) Detailed structure of the basic building block. (c) Detailed
illustration of the proposed geometry self-attention mechanism.