Differentiable Probabilistic Models of Scientific Imaging with the Fourier Slice Theorem.
Karen UllrichRianne van den BergMarcus A. BrubakerDavid J. FleetMax WellingPublished in: UAI (2019)
Keyphrases
- probabilistic model
- graphical models
- multislice
- scientific data
- latent variables
- image processing
- fourier transform
- generative model
- high resolution
- imaging systems
- fourier spectrum
- language model
- image analysis
- objective function
- medical imaging
- bayesian inference
- expectation maximization
- frequency domain
- conditional random fields
- radon transform
- hidden variables
- sar imaging
- von neumann
- data acquisition
- imaging devices
- loss function
- scientific discovery
- probabilistic modeling
- computer vision
- artificial intelligence
- data mining
- synthetic aperture radar
- image reconstruction
- cross section
- science learning
- translation invariant
- brain imaging
- fourier series