Towards the interpretability of deep learning models for multi-modal neuroimaging: Finding structural changes of the ageing brain.
Simon M. HofmannFrauke BeyerSebastian LapuschkinOle GoltermannMarkus LoefflerKlaus-Robert MüllerArno VillringerWojciech SamekAnja Veronica WittePublished in: NeuroImage (2022)
Keyphrases
- multi modal
- learning models
- human brain
- brain images
- machine learning
- learning tasks
- machine learning algorithms
- loss function
- learning algorithm
- high dimensional
- multi modality
- learning problems
- semi supervised learning
- functional magnetic resonance imaging
- conditional random fields
- medical images
- prior knowledge
- graphical models
- classification models
- pairwise
- white matter
- face recognition
- uni modal