Abstract: Highlights•Residual transformer block can captures the relative pancreas position.•Dual down-sampling block addresses inaccurate pancreas morphology caused by pooling.•Hausdorff distance constraint makes the network focus on the pancreas boundary.•Residual transformer UNet is specifically proposed for pancreas segmentation.
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