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The overall framework of the proposed model. The structures of the DFA module, FF module and Decoder module are given in Figs. 3, 4, and 5, respectively; \({L}_{st},{L}_{u},{L}_{ff}\) represent the loss values of the U-Net branch, Swin-Transformer branch, and the fusion branch, respectively.