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Learning-Based Cost Functions for 3D and 4D Multi-Surface Multi-Object Segmentation of Knee MRI: Data from the Osteoarthritis Initiative

A fully automated knee MRI segmentation method to study osteoarthritis (OA) was developed using a novel hierarchical set of random forests (RF) classifiers to learn the appearance of cartilage regions and their boundaries. A neighborhood approximation forest is used first to provide contextual featu...

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Vydáno v:IEEE Trans Med Imaging
Hlavní autoři: Kashyap, Satyananda, Zhang, Honghai, Rao, Karan, Sonka, Milan
Médium: Artigo
Jazyk:Inglês
Vydáno: 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC5995124/
https://ncbi.nlm.nih.gov/pubmed/29727274
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2017.2781541
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