Table 3 Examples of ViT applications in medical image classification
From: Vision transformer architecture and applications in digital health: a tutorial and survey
Method | Category | Medical application |
|---|---|---|
TransMed [53] | MRI | Multi-modal classification: disease classification, lesion identification |
Shoulder implant manufacture [54] | X-ray | Orthopedics: Shoulder implant manufacture classification |
GasHis-transformer [55] | Histopathology microscopic images | Gastric cancer classification and detection |
Multi-scale cytopathology [56] | Cytopathological images | Cervical cancer classification |
Brain metastases classification [57] | MRI | Classification of the brain tumor of central nervous system |
ScoreNet [58] | Histology Datasets of haematoxylin  + eosin | Breast cancer classification |
RadioTransformer [59] | X-ray | COVID-19 classification using chest X-ray images |
TractoFormer [60] | Diffusion MRI | Nerve tracts modelling and 3D fiber representation |