Unsupervised many-to-many stain translation for histological image augmentation to improve classification accuracy

• Những tác giả chính: Maryam Berijanian (Tác giả), Nadine S. Schaadt (Tác giả), Boqiang Huang (Tác giả), Johannes Lotz (Tác giả), Friedrich Feuerhake (Tác giả), Dorit Merhof (Tác giả)
• Định dạng: Sách
• Được phát hành: Elsevier, 2023-01-01T00:00:00Z.
• Những chủ đề: article
• Truy cập trực tuyến: Connect to this object online.

Background: Deep learning tasks, which require large numbers of images, are widely applied in digital pathology. This poses challenges especially for supervised tasks since manual image annotation is an expensive and laborious process. This situation deteriorates even more in the case of a large var...