Differentiable probabilistic models of scientific imaging with the Fourier slice theorem.
Karen UllrichRianne van den BergMarcus A. BrubakerDavid J. FleetMax WellingPublished in: CoRR (2019)
Keyphrases
- probabilistic model
- multislice
- graphical models
- high resolution
- latent variables
- language model
- image processing
- conditional random fields
- expectation maximization
- generative model
- fourier transform
- image analysis
- imaging systems
- loss function
- bayesian networks
- bayesian inference
- fourier spectrum
- artificial intelligence
- data mining
- image reconstruction
- frequency domain
- hidden variables
- scientific data
- objective function
- acquired images
- scientific discovery
- von neumann
- atomic force microscopy
- fourier analysis
- imaging devices
- translation invariant
- clinical applications
- science education
- fourier domain
- high dynamic range
- positron emission tomography
- medical images
- radon transform
- series expansion
- medical imaging