Evaluating Out-of-the-Box Methods for the Classification of Hematopoietic Cells in Images of Stained Bone Marrow.
Philipp GräbelMartina CrysandtReinhild HerwartzMelanie HoffmannBarbara Mara KlinkhammerPeter BoorTim H. BrümmendorfDorit MerhofPublished in: COMPAY/OMIA@MICCAI (2018)
Keyphrases
- classification method
- benchmark datasets
- image classification
- cell nuclei
- stem cell
- machine learning methods
- image data
- microscopy images
- handwritten digits
- ground truth
- image set
- test images
- synthetic and real images
- input image
- image features
- extracting features
- preprocessing
- bone marrow
- image analysis
- three dimensional
- feature vectors
- training set
- microscope images
- tissue samples
- decision trees
- pigmented skin lesions
- machine learning
- segmentation method
- image database
- discriminative features
- skin lesion
- feature extraction and selection