Federated and Transfer Learning for Cancer Detection Based on Image Analysis

no code implementations • 30 May 2024 • Amine Bechar, Youssef Elmir, Yassine Himeur, Rafik Medjoudj, Abbes Amira

This review article discusses the roles of federated learning (FL) and transfer learning (TL) in cancer detection based on image analysis.

Harnessing Transformers: A Leap Forward in Lung Cancer Image Detection

no code implementations • 16 Nov 2023 • Amine Bechar, Youssef Elmir, Rafik Medjoudj, Yassine Himeur, Abbes Amira

This paper analyzes and criticizes each method of TL based on image analysis and compares the results of each method, showing that transformers have achieved the best results with an accuracy of 97. 41% for colon cancer detection and 94. 71% for Histopathological Lung cancer.

Computed Tomography (CT) Transfer Learning