Inverse problems in imaging science: from classical regularization methods to state of the art Bayesian methods.
Ali Mohammad-DjafariPublished in: IPAS (2014)
Keyphrases
- inverse problems
- regularization methods
- bayesian methods
- image reconstruction
- global optimization
- convex optimization
- regularization method
- optimization problems
- optimization methods
- gaussian processes
- early vision
- image analysis
- bayesian framework
- high resolution
- image processing
- machine learning
- model selection
- learning algorithm
- partial differential equations
- total variation
- smoothness constraint
- hyperparameters
- super resolution
- maximum a posteriori
- active contours
- genetic algorithm