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CNST: Cross-Network Semantic Transfer for low-dose CT denoising with attention encoding

Deep low-dose CT (LDCT) reconstruction methods commonly face the spectral bias problem. Where at the aspect of parameter updating, the gradients of low-frequency components tend to dominate the optimization process, thereby impeding the effective backpropagation of high-frequency component gradients...

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Autori principali: Shan Liao, Li Yang, Jing Zhang, Sangang Li, Yi Cheng
Natura: Artigo
Lingua:Inglês
Pubblicazione: Elsevier 2026-04-01
Serie:Nuclear Engineering and Technology
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Accesso online:http://www.sciencedirect.com/science/article/pii/S1738573325006412
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