Generative adversarial network

Generative adversarial network has been studied in 1 paper since 2023: 1 observational study in people. The newest paper, Aug 17, 2023: “Generative Adversarial Network-Enhanced Ultra-Low-Dose [¹⁸F]-PI-2620 τ PET/MRI in Aging and Neurodegenerative Populations”.

Exposure

1 paper studies it2 findingsUpdated

“when focusing on the healthy-but-amyloid-positive population (with relatively lower τ uptake), this bias was reduced in the enhanced ultra-low-dose images.”
Generative Adversarial Network-Enhanced Ultra-Low-Dose [¹⁸F]-PI-2620 τ PET/MRI in Aging and Neurodegenerative PopulationsAJNR. American journal of neuroradiology2023doi:10.3174/ajnr.a7961

None of its findings points the other way.

  • 1 lab in 1 country
  • Funders: Alzheimer's Association and 8 more
  • Humans1

What did studies of Generative adversarial network find?

2

Studies of Generative adversarial network measured 2 outcomes; the most studied are diagnostic image quality (1 study) and underestimation of regional standard uptake value ratios (1).

Diagnostic image quality

upin humans1

1 study
  1. Generative adversarial network improves diagnostic image quality in humans.

    “The clinical readings of deep learning-enhanced ultra-low-dose τ PET images were consistent with those performed with full-dose imaging”

    Humansbrainn = 44

    Generative Adversarial Network-Enhanced Ultra-Low-Dose [¹⁸F]-PI-2620 τ PET/MRI in Aging and Neurodegenerative Populations

    AJNR. American journal of neuroradiology

Underestimation of regional standard uptake value ratios

downin humans1

1 study
  1. Generative adversarial network decreases underestimation of regional standard uptake value ratios in humans.

    “when focusing on the healthy-but-amyloid-positive population (with relatively lower τ uptake), this bias was reduced in the enhanced ultra-low-dose images.”

    Humanshealthy-but-amyloid-positive populationbrainn = 44

    Generative Adversarial Network-Enhanced Ultra-Low-Dose [¹⁸F]-PI-2620 τ PET/MRI in Aging and Neurodegenerative Populations

    AJNR. American journal of neuroradiology

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