Abstract: Highlights•The axial attention mechanism can be more effective in reducing computational pressure.•The bi-branch model is capable of extracting features with greater efficiency.•The multi-scale representation of the pyramid structure makes the segmentation model more robust.•The encoder of SAM improved the segmentation performance.
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