Simple Summary Deep learning has succeeded greatly in medical image-based cancer
diagnosis. To help readers better understand the current research status and ideas, this …

Background The approaches based on vision transformers (ViTs) are advancing the field of
medical artificial intelligence (AI) and cancer diagnosis. Recently, many researchers have …

Pancreatic fine-needle aspirations are the gold-standard diagnostic procedure for the
evaluation of pancreatic ductal adenocarcinoma. A suspicion for malignancy can escalate …

Pancreatic cancer is a highly lethal disease with a poor prognosis. Its early diagnosis and
accurate treatment mainly rely on medical imaging, so accurate medical image analysis is …

This review article discusses the roles of federated learning (FL) and transfer learning (TL) in
cancer detection based on image analysis. These two strategies powered by machine …

Pathological image analysis is a crucial field in computer vision. Due to the annotation
scarcity in the pathological field, recently, most of the works leverage self-supervised …

In pathology image analysis, obtaining and maintaining high-quality annotated samples is
an extremely labor-intensive task. To overcome this challenge, mixing-based methods have …

Cytopathology is a specialized branch of cytology that focuses on the study of diseases at
the cellular level. The Examination involves assessing cells' morphology, color and texture …