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Title:

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

Document type:
Proceedings Paper
Author(s):
Wagner, Sophia J.; Khalili, Nadieh; Sharma, Raghav; Boxberg, Melanie; Marr, Carsten; de Back, Walter; Peng, Tingying
Abstract:
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 generalization of deep learning-based methods from the training domain to external pathology data. To increase test performance, stain normalization techniques are used to reduce the variance between training and test domain. Alternatively, color augmentation can be applied during training l...     »
Journal title abbreviation:
Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv
Year:
2021
Journal volume:
12908
Pages contribution:
257-266
Fulltext / DOI:
doi:10.1007/978-3-030-87237-3_25
Print-ISSN:
0302-9743
TUM Institution:
Institut für Allgemeine Pathologie und Pathologische Anatomie
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