Stochastic model for enhanced PET image reconstruction
Estimating Uncertainty in PET Image Reconstruction via Deep Posterior Sampling
Probabilistic description of rotational 3D PET systems
Enhanced reconstruction for PET scanner with a narrow field of view using backprojection method
Fast reconstruction for PET scanner with incomplete sector set
PET image reconstruction - a theoretical overview with deep learning and compressive sensing
Photoacoustics in Medical Diagnostics
Band-Pass Filter for Rogowski Coil Using Transconductance Amplifiers
Teaching
University undergraduate
- Signals and Systems (Lecturer in charge, Laboratory exercises)
- Signals and Systems (Lecturer in charge, Laboratory exercises)
University graduate
- Random Signals and Processes (Lecturer in charge, Laboratory exercises)
- Advanced Digital Signal Processing Methods (Laboratory exercises)
Competences
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Computational and artificial intelligence
Neural networks Artificial neural networks Convolutional neural networks Multi-layer neural network -
Imaging
Tomography Positron emission tomography Whole-body PET Reconstruction algorithms -
Mathematics
Algorithms Clustering algorithms Machine learning algorithms Matching pursuit algorithms Projection algorithms Signal processing algorithms Eigenvalues and eigenfunctions Iterative methods Expectation-maximization algorithms Iterative algorithms Method of moments Minimization Iterative methods Expectation-maximization algorithms Iterative algorithms Least squares approximation Method of moments Sparse matrices Splines (mathematics) Optimization Optimization methods Piecewise linear techniques Random processes Covariance matrices Gaussian mixture model Maximum likelihood estimation Mixture models Sampling methods Compressed sensing Statistical analysis Monte Carlo methods Principal component analysis Stochastic processes Gaussian processes Gaussian mixture model -
Signal processing
Digital signal processing Filters -
Computers and information processing
Mathematics computing Matlab Image reconstruction -
Engineering in medicine and biology
Biomedical signal processing Biomedical image processing