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EDTNet:用于肺结节细分的基于空间意识的注意力变压器

Dhirendra Prasad Yadav1, Bhisham Sharma2, Julian L Webber3

  • 1Department of Computer Engineering & Applications, G.L.A. University, Mathura, India.

PloS one
|November 15, 2024
PubMed
概括

一个新的基于变压器的模型,EDTNet,在CT扫描中显著改善了肺结节细分. 这一进步有助于早期肺癌诊断,通过准确识别小而多样化的结节.

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Insensitive Nuclei Enhanced by Polarization Transfer (INEPT) is an advanced Nuclear Magnetic Resonance (NMR) technique specifically designed to detect and enhance the signals of low-abundance nuclei, such as carbon-13 and nitrogen-15, in small molecules. The fundamental principle behind INEPT is the transfer of polarization from a more abundant and highly polarizable nucleus, typically hydrogen-1, to the low-abundance nucleus of interest. This process effectively boosts the NMR signal of the...