Enhancing basal cell carcinoma classification in preoperative biopsies via transfer learning with weakly supervised graph transformers

Abstract Background Basal cell carcinoma (BCC) is the most common skin cancer, placing a significant burden on healthcare systems globally. Developing high-precision automated diagnostics requires large annotated datasets, which are costly and difficult to obtain. This study aimed to fine-tune a wea...

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Bibliographic Details
Main Authors: Johan Björkman, Sigrid Lagerroth, Jan Siarov, Filmon Yacob, Noora Neittaanmäki
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Medical Imaging
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Online Access:https://doi.org/10.1186/s12880-025-01710-4
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