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    Chapter and Conference Paper

    Structure-Preserving Multi-domain Stain Color Augmentation Using Style-Transfer with Disentangled Representations

    In digital pathology, different staining procedures and scanners cause substantial color variations in whole-slide images (WSIs), especially across different laboratories. These color shifts result in a poor g...

    Sophia J. Wagner, Nadieh Khalili in Medical Image Computing and Computer Assis… (2021)

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    Chapter and Conference Paper

    Combining Deep Learning and Active Contours Opens The Way to Robust, Automated Analysis of Brain Cytoarchitectonics

    Deep learning has thoroughly changed the field of image analysis yielding impressive results whenever enough annotated data can be gathered. While partial annotation can be very fast, manual segmentation of 3D...

    Konstantin Thierbach, Pierre-Louis Bazin in Machine Learning in Medical Imaging (2018)