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Mitosis Detection in Intestinal Crypt Images with Hough Forest and Conditional Random Fields [chapter]

Gerda Bortsova, Michael Sterr, Lichao Wang, Fausto Milletari, Nassir Navab, Anika Böttcher, Heiko Lickert, Fabian Theis, Tingying Peng
2016 Lecture Notes in Computer Science  
In the first phase we detect mother and daughters independently using Hough Forest whilst in the second phase we associate mother and daughters by modelling their joint probability as Conditional Random  ...  We monitored cell divisions using 4D live cell imaging of cultured intestinal crypts to characterize division modes by means of measurable features such as orientation or shape.  ...  In the second phase we use a joint probability distribution modelled by Conditional Random Field (CRF) in order to detect mitosis events by matching candidate mother and daughter pair.  ... 
doi:10.1007/978-3-319-47157-0_35 fatcat:3msi4t7htfb7dcjqxvy5hxek6u