Abstract: Highlights•MSDANet is proposed for the medical image segmentation.•Adaptive adjustment of receptive field can enhance the network’s feature extraction ability.•The SFP alleviates the gap between the encoder and decoder to recover the detail information better.•The proposed network achieved excellent segmentation results.
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