Samira Lafraxo

Université Ibn Zohr — MA

Computer Science · Physical Sciences

9h-index239citations19works2.92yr avg
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Research Topics

AI in cancer detection(9), Colorectal Cancer Screening and Detection(8), Gastrointestinal Bleeding Diagnosis and Treatment(6), Radiomics and Machine Learning in Medical Imaging(6), COVID-19 diagnosis using AI(5)

Publications19 total

Combined deep convolutional neural networks for abnormality classification in wireless capsule endoscopy images
Multimedia Tools and Applications·2025· 1 cited
R2A-UNET: double attention mechanisms with residual blocks for enhanced MRI image segmentation
Multimedia Tools and Applications·2025· 4 cited
<scp>MLFE</scp>‐<scp>UNet</scp>: Multi‐Level Feature Extraction Transformer‐Based <scp>UNet</scp> for Gastrointestinal Disease Segmentation
International Journal of Imaging Systems and Technology·2025· 2 citedOpen Access
SEDARU-net: a squeeze-excitation dilated based residual U-Net with attention mechanism for automatic melanoma lesion segmentation
Multimedia Tools and Applications·2024· 2 cited
VGG16U-Net with Attention Based Semantic Segmentation of Gastrointestinal Abnormalities
2024
AttDenseUnet : Segmentation of Polyps from Colonoscopic Images Based on Attention-DenseNet-Unet Architecture
2024
A new hybrid approach for pneumonia detection using chest X-rays based on ACNN-LSTM and attention mechanism
Multimedia Tools and Applications·2024· 11 cited
GastroSegNet: Polyp Segmentation using Colonoscopic Images Based on AttentionU-net Architecture
2023· 2 cited
Computer-aided system for bleeding detection in WCE images based on CNN-GRU network
Multimedia Tools and Applications·2023· 17 cited
ICMPv6-based DDoS Flooding-Attack Detection Using Machine and Deep Learning Techniques
IETE Journal of Research·2023· 9 cited
Semantic Segmentation of Digestive Abnormalities from WCE Images by Using AttResU-Net Architecture
Life·2023· 26 citedOpen Access
A Multiscale Polyp Detection Approach for GI Tract Images Based on Improved DenseNet and Single-Shot Multibox Detector
Diagnostics·2023· 23 citedOpen Access
Melanoma Lesion Recognition using Deep Convolutional Neural Network and Global Average Pooling
2022· 7 cited
Table of Contents
2022Open Access
Bleeding classification in Wireless Capsule Endoscopy Images based on Inception-ResNet-V2 and CNNs
2022· 20 cited
MelaNet: an effective deep learning framework for melanoma detection using dermoscopic images
Multimedia Tools and Applications·2022· 40 cited
Regularized Convolutional Neural Network for Pneumonia Detection Trough Chest X-Rays
Advances in intelligent systems and computing·2022· 9 cited
GastroNet: Abnormalities Recognition in Gastrointestinal Tract through Endoscopic Imagery using Deep Learning Techniques
2020· 33 cited
CoviNet: Automated COVID-19 Detection from X-rays using Deep Learning Techniques
2020· 33 citedOpen Access

Frequent Co-authors

Mohamed El Ansari(17), Lahcen Koutti(13), Meryem Souaidi(5), Said Charfi(4), Zakaria Kerkaou(4), Anass Garbaz(3), Yassine Oukdach(2), Mouna Salihoun(2), Khalil Ibrahimi(2), Mohamed El Hajji(2), Ali El Ksimi(1), Cherkaoui Leghris(1), Vinod Kumar Verma(1), Noura Bentaher(1), Younes Kabbadj(1), Mohamed Ben Salah(1), Soukaina Wakrim(1), Jochen Stellwagen(1), Matthias Deegener(1), Michael Kühn(1)