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Updated: Jun 12, 2025

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique
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Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

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USCT-UNet:重新思考U-Net网络中的语义差距,从U形跳过连接到多通道融合变压器

Xiaoshan Xie, Min Yang

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society
    |September 26, 2024
    PubMed
    概括

    这项研究量化了U-Net医疗图像细分中的语义差距,发现直接跳过连接 (DSC) 阻碍了准确性. 具有U形跳过连接 (USC) 和空间通道交叉注意力 (SCCA) 的新USCT-UNet架构有效消除了这一差距,提高了细分性能.

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