Demonstrating the Risk of Imbalanced Datasets in Chest X-Ray Image-Based Diagnostics by Prototypical Relevance Propagation.
Srishti GautamMarina M.-C. HöhneStine HansenRobert JenssenMichael KampffmeyerPublished in: ISBI (2022)
Keyphrases
- x ray
- imbalanced datasets
- cost sensitive learning
- x ray images
- class imbalance
- class distribution
- medical imaging
- sampling methods
- decision trees
- digital x ray images
- ensemble methods
- training dataset
- intraoperative
- imbalanced data
- chest radiographs
- low dose
- three dimensional
- ct scans
- computer vision
- active learning
- training data
- test set
- support vector
- computed tomography
- least squares
- transmission electron microscopy
- machine learning