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    SMF-net: semantic-guided multimodal fusion network for precise pancreatic tumor segmentation in medical CT image

    SMF-net: semantic-guided multimodal fusion network for precise pancreatic tumor segmentation in medical CT image av Wenyi Zhou, Ziyang Shi, Bin Xie, Fang Li, Jiehao Yin, Yongzhong Zhang, Linan Hu, Lin Li, Yongming Yan, Xiajun Wei, Zhen Hu, Zhengmao Luo, Wanxiang Peng, Xiaochun Xie, Xiaoli Long

    Publicerad 2025-07-01

    BackgroundAccurate and automated segmentation of pancreatic tumors from CT images via deep learning is essential for the clinical diagnosis of pancreatic cancer. However, two key challenges persist: (a) complex phenotypic variations in pancreatic morphology cause segmentation models to focus predomi...

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