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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...
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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...