Explainable concept mappings of MRI: Revealing the mechanisms underlying deep learning-based brain disease classification.
Christian TinauerAnna DamulinaMaximilian SacklMartin SoellradlReduan AchtibatMaximilian DreyerFrederik PahdeSebastian LapuschkinReinhold SchmidtStefan RopeleWojciech SamekChristian LangkammerPublished in: CoRR (2024)
Keyphrases
- deep learning
- mechanisms underlying
- unsupervised learning
- restricted boltzmann machine
- pattern recognition
- machine learning
- supervised learning
- feature vectors
- text classification
- unsupervised feature learning
- training set
- support vector machine
- mr images
- feature selection
- medical images
- high resolution
- feature space
- decision trees
- model selection
- image classification
- segmentation method
- magnetic resonance imaging
- object detection
- disease progression
- multiple sclerosis