Choice of training label matters: how to best use deep learning for quantitative MRI parameter estimation.
Sean C. EpsteinTimothy J. P. BrayMargaret A. Hall-CraggsHui ZhangPublished in: CoRR (2022)
Keyphrases
- parameter estimation
- deep learning
- deep architectures
- restricted boltzmann machine
- least squares
- unsupervised learning
- maximum likelihood
- markov random field
- model selection
- em algorithm
- parameter estimation algorithm
- expectation maximization
- training set
- machine learning
- approximate inference
- statistical models
- unsupervised feature learning
- medical images
- mental models
- high resolution
- weakly supervised
- graph cuts
- three dimensional