Managing class imbalance and differential staining of immune cell populations in multi-class instance segmentation of multiplexed immunofluorescence images of Lupus Nephritis biopsies.
Madeleine S. DurkeeRebecca AbrahamJunting AiMarcus R. ClarkMaryellen L. GigerPublished in: Medical Imaging: Digital Pathology (2021)
Keyphrases
- multi class
- cell nuclei
- histopathological images
- class imbalance
- cost sensitive
- binary classification
- microscopy images
- multi class problems
- binary classification problems
- image analysis
- segmentation algorithm
- segmentation method
- multi class classification
- automated detection
- automated analysis
- quantitative analysis
- low contrast
- class distribution
- input image
- watershed transform
- image segmentation
- breast cancer
- cancer diagnosis
- misclassification costs
- cost sensitive learning
- support vector machine
- feature selection
- active learning
- image registration
- data sets
- image classification
- medical images
- lung cancer
- similarity measure