Challenges in Building of Deep Learning Models for Glioblastoma Segmentation: Evidence from Clinical Data.
Anvar KurmukovAleksandra DalechinaTalgat SaparovMikhail BelyaevSvetlana ZolotovaAndrey GolanovAnna NikolaevaPublished in: MIE (2021)
Keyphrases
- clinical data
- learning models
- medical data
- patient data
- statistical analysis
- machine learning
- machine learning algorithms
- medical images
- raw data
- learning tasks
- image segmentation
- learning algorithm
- semi supervised learning
- segmentation algorithm
- conditional random fields
- loss function
- learning problems
- clinical information
- knowledge discovery
- level set
- mr images
- classification models
- segmentation method
- magnetic resonance imaging
- databases
- real world
- data mining
- graphical models
- knowledge representation
- natural language
- data analysis
- feature space
- microarray
- energy function
- domain experts