A Guided Spatial Transformer Network for Histology Cell Differentiation

Marc Aubreville, Maximilian Krappmann, Christof Bertram, Robert Klopfleisch & Andreas Maier
Identification and counting of cells and mitotic figures is a standard task in diagnostic histopathology. Due to the large overall cell count on histological slides and the potential sparse prevalence of some relevant cell types or mitotic figures, retrieving annotation data for sufficient statistics is a tedious task and prone to a significant error in assessment. Automatic classification and segmentation is a classic task in digital pathology, yet it is not solved to a sufficient...
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