📊 Medical Imaging AI Weekly Papers
Segmentation · Generation · Detection · AI Agent · Registration · Dose Calculation
🕐 2026-04-23 09:03:25 (UTC+8)
📅 2026-04-23
📄 4 Papers
🤖 arXiv API + AI Summary
📚 Archive
🔬 Medical Image Segmentation
4
🔬 Medical Image Segmentation
4条
1
TwinTrack: Post-hoc Multi-Rater Calibration for Medical Image Segmentation
TwinTrack提出了一种事后校准框架，用于在医学图像分割中处理由专家间真实分歧引起的固有歧义，从而校准集成分割概率。
👤 Tristan Kirscher, Alexandra Ertl, Klaus Maier-Hein, Xavier Coubez et al. (6 authors)
📅 2026-04-17
🔗 arXiv
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2
Detecting and refurbishing ground truth errors during training of deep learning-based echocardiography segmentation models
本研究提出了一种在深度学习超声心动图分割模型训练过程中检测并修正标注错误的新策略，并通过模拟实验验证了该方法的有效性。
👤 Iman Islam, Bram Ruijsink, Andrew J. Reader, Andrew P. King
📅 2026-04-14
🔗 arXiv
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3
An Uncertainty-Aware Loss Function Incorporating Fuzzy Logic: Application to MRI Brain Image Segmentation
本文提出了一种结合模糊逻辑的新型损失函数，用于处理MRI脑图像组织分割中的不确定性问题。
👤 Hanuman Verma, Akshansh Gupta, Pranabesh Maji, Saurav Mandal et al. (5 authors)
📅 2026-04-13
🔗 arXiv
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4
RADA: Region-Aware Dual-encoder Auxiliary learning for Barely-supervised Medical Image Segmentation
该论文提出了一种区域感知双编码器辅助学习框架，通过结合几何连续性与语义理解来生成伪标签，以解决极弱监督医学图像分割中稀疏标注传播的局限性问题。
👤 Shuang Zeng, Boxu Xie, Lei Zhu, Xinliang Zhang et al. (9 authors)
📅 2026-04-13
🔗 arXiv
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