Search Results for author: Youssef Elmir

Found 4 papers, 0 papers with code

Federated and Transfer Learning for Cancer Detection Based on Image Analysis

no code implementations30 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.

Transfer Learning-based Real-time Handgun Detection

no code implementations22 Nov 2023 Youssef Elmir, Sid Ahmed Laouar, Larbi Hamdaoui

Traditional surveillance systems rely on human attention, limiting their effectiveness.

Transfer Learning

Harnessing Transformers: A Leap Forward in Lung Cancer Image Detection

no code implementations16 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

ECG classification using Deep CNN and Gramian Angular Field

no code implementations25 Jul 2023 Youssef Elmir, Yassine Himeur, Abbes Amira

This paper study provides a novel contribution to the field of signal processing and DL for ECG signal analysis by introducing a new feature representation method for ECG signals.

Anomaly Detection Classification +1

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