Improving unsupervised stain-to-stain translation using self-supervision and meta-learning

• Main Authors: Nassim Bouteldja (Author), Barbara M. Klinkhammer (Author), Tarek Schlaich (Author), Peter Boor (Author), Dorit Merhof (Author)
• Format: Book
• Published: Elsevier, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Background: In digital pathology, many image analysis tasks are challenged by the need for large and time-consuming manual data annotations to cope with various sources of variability in the image domain. Unsupervised domain adaptation based on image-to-image translation is gaining importance in thi...