Chest / ThoracicAI / InformaticsResearch

Vendor-independent AI denoising boosts low-dose chest CT image quality versus iterative reconstruction

Frontiers in medicine2w ago

Image-domain deep learning denoising significantly improved objective and subjective image quality of low-dose chest CT compared to iterative reconstruction (all p<0.05), while enabling ~76% dose reduction vs standard-dose CT. Equivalence could not be confirmed due to retrospect…

  • The low-dose protocol delivered ~76% lower effective radiation dose compared with the standard-dose protocol.
  • Subjective image quality of lung parenchyma and mediastinal soft tissue was significantly better with denoising than with low-dose SAFIRE (5-point scale, all p<0.05).
  • Retrospective, single-center design comparing different patient groups prevented equivalence or non-inferiority conclusions versus standard-dose CT.

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