Joint desmoking, specularity removal, and denoising of laparoscopy images via graphical models and Bayesian inference.
Ayush BaidAlankar KotwalRiddhish BhalodiaS. N. MerchantSuyash P. AwatePublished in: ISBI (2017)
Keyphrases
- graphical models
- bayesian inference
- probabilistic model
- statistical inference
- markov networks
- denoising
- belief propagation
- input image
- prior information
- structure learning
- approximate inference
- conditional random fields
- probabilistic graphical models
- random variables
- probabilistic inference
- bayesian networks
- map inference
- image denoising
- random fields
- image matching
- belief networks
- segmentation method
- mixture model
- conditional independence
- message passing
- hyperparameters
- expectation maximization
- probability distribution
- exact inference
- training data
- exponential family