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g., expert knowledge and computing prices). Thus, a straightforward and effective semantic segmentation architecture (our model) on the basis of the composite anchor had been suggested, thinking about the computational needs for the mainstream Transformer backbone integrating attention mechanism. The composite backbone had been made up of CoAtNet and Xception. CoAtNet incorporated the eye procedure associated with Transformers in to the convolution operation. The experimental results showed t