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nnUNet
nnUNet
PulseAugur coverage of nnUNet — every cluster mentioning nnUNet across labs, papers, and developer communities, ranked by signal.
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论文 · 30天
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层级分布 · 90 天
最近 · 第 1/1 页 · 共 3 条
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New nnUNet model improves 3D tooth segmentation with topology constraints
Researchers have developed a new method for segmenting 3D tooth structures in dental scans using a quantized neural network. This approach integrates a novel topological loss function during training to ensure anatomica…
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Vision-language models align with anatomy for lung cancer segmentation
Researchers have investigated how prompt alignment influences zero-shot segmentation in vision-language models (VLMs) for non-small-cell lung cancer (NSCLC) tumor identification. Their study on the VoxTell model reveale…
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新的增强技术可提升 CT 和 MRI 跨域医学图像分割性能
研究人员开发了一种新颖的数据增强技术,以提高深度学习模型在医学影像 3D 脊柱分割任务中的跨模态泛化能力。该方法在未见过的 CT 和 MRI 数据集上显著提升了性能,平均 Dice 系数提升了 155%,同时保持了域内准确性。该方法还通过 GPU 优化的增强技术将训练效率提高了约 10%,并已作为开源工具箱发布,兼容 nnUNet 和 MONAI。