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Dianli Niu on Muck Rack

Dianli Niu

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Articles

CAP-UNet: frequency-decoupled and geometry-aware attention for medical image segmentation across multiple imaging modalities

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By Yuting Zheng, Qianping Zhu, Dianli Niu
| Nature Verified
Abstract Accurate medical image segmentation is frequently hampered by pervasive challenges such as severe visual camouflage, extreme scale variations, and highly irregular anatomical boundaries across diverse imaging modalities. To address these challenges, we propose CAP-UNet, a geometry-aware encoder-decoder framework evaluated across four independent single-modality medical image segmentation benchmarks.
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