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Automated Segmentation of Knee MRI Using Hierarchical Classifiers and Just Enough Interaction Based Learning: Data from Osteoarthritis Initiative

We present a fully automated learning-based approach for segmenting knee cartilage in presence of osteoarthritis (OA). The algorithm employs a hierarchical set of two random forest classifiers. The first is a neighborhood approximation forest, the output probability map of which is utilized as a fea...

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Vydáno v:Med Image Comput Comput Assist Interv
Hlavní autoři: Kashyap, Satyananda, Oguz, Ipek, Zhang, Honghai, Sonka, Milan
Médium: Artigo
Jazyk:Inglês
Vydáno: 2016
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC5471813/
https://ncbi.nlm.nih.gov/pubmed/28626842
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-319-46723-8_40
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