Joint reconstruction and classification of tumor cells and cell interactions in melanoma tissue sections with synthesized training data.
Alexander EfflandErich KoblerAnne BrandenburgTeresa KlatzerLeonie NeuhäuserMichael HölzelJennifer LandsbergThomas PockMartin RumpfPublished in: Int. J. Comput. Assist. Radiol. Surg. (2019)
Keyphrases
- tissue samples
- training data
- cell nuclei
- classification accuracy
- histopathological images
- decision trees
- classification models
- class labels
- training set
- supervised learning
- living cells
- three dimensional
- cancer cells
- support vector machine
- data sets
- cell lines
- image analysis
- training process
- low contrast
- phase contrast microscopy
- microscope images
- fluorescence microscopy images
- machine learning
- automated analysis
- training samples
- automated detection
- skin cancer
- cell division
- malignant melanoma
- cell segmentation
- early detection
- text classification
- signal transduction pathways
- live cell imaging
- learning algorithm