DOAJ Open Access 2023

Vision transformer architecture and applications in digital health: a tutorial and survey

Khalid Al-hammuri Fayez Gebali Awos Kanan Ilamparithi Thirumarai Chelvan

Abstrak

Abstract The vision transformer (ViT) is a state-of-the-art architecture for image recognition tasks that plays an important role in digital health applications. Medical images account for 90% of the data in digital medicine applications. This article discusses the core foundations of the ViT architecture and its digital health applications. These applications include image segmentation, classification, detection, prediction, reconstruction, synthesis, and telehealth such as report generation and security. This article also presents a roadmap for implementing the ViT in digital health systems and discusses its limitations and challenges.

Topik & Kata Kunci

Drawing. Design. Illustration Computer applications to medicine. Medical informatics Computer software

Penulis (4)

Khalid Al-hammuri

Fayez Gebali

Awos Kanan

Ilamparithi Thirumarai Chelvan

Format Sitasi

APA MLA BibTeX

Al-hammuri, K., Gebali, F., Kanan, A., Chelvan, I.T. (2023). Vision transformer architecture and applications in digital health: a tutorial and survey. https://doi.org/10.1186/s42492-023-00140-9

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Informasi Jurnal

Tahun Terbit: 2023
Sumber Database: DOAJ
DOI: 10.1186/s42492-023-00140-9
Akses: Open Access ✓