Generative deep learning furthers the understanding of local distributions of fat and muscle on body shape and health using 3D surface scans.
Lambert T LeongMichael C WongYong E LiuYannik GlaserBrandon K QuonNisa N KellyDevon CataldiPeter SadowskiSteven B HeymsfieldJohn A ShepherdPublished in: Communications medicine (2024)
This work highlights the potential of generative models in medical imaging and reinforces the importance of quantitative validation for assessing their clinical utility.
Keyphrases
- deep learning
- high resolution
- healthcare
- public health
- human health
- computed tomography
- adipose tissue
- skeletal muscle
- mental health
- health information
- artificial intelligence
- convolutional neural network
- health promotion
- fatty acid
- risk assessment
- contrast enhanced
- climate change
- social media
- dual energy
- photodynamic therapy