AINeutralarXiv – CS AI · 4h ago6/10
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Noise-Aware Boundary-Enhanced Generative Learning for Ultrasound Speckle Reduction
Researchers propose NBGL, a generative learning framework that reduces speckle noise in ultrasound images while preserving anatomical boundaries and adapting to varying noise levels. The method uses a dual-branch architecture with noise-aware adaptive weighting, demonstrating superior performance over existing approaches across multiple noise conditions in clinical ultrasound data.