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Comparative Analysis of Convolutional Neural Networks and Vision Transformers for White Blood Cell Classification in Medical Imaging
Accurate white blood cell (WBC) classification in peripheral blood smears is essential for diagnosing and monitoring hematological …
Mohamad Abou Ali
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
,
Abdallah Kassem
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DOI
URL
Robust Deep Learning for MRI-Based Alzheimer's Disease Detection: Overcoming Real-World Imaging Challenges
Detecting Alzheimer’s disease (AD) from MRI scans remains a significant challenge in medical imaging due to the subtle, …
Mohamad Abou Ali
,
Mostafa Mohieldin
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
,
Rejdi Chmouri
,
Ali Cherry
,
Ali Hage-Diab
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DOI
URL
SAM-GAN Synthesis for Equitable Skin Cancer Diagnosis: A Deep Learning Approach to Address Class Imbalance in Dermoscopy
Recent advances in deep learning have significantly improved skin cancer classification, yet persistent issues such as extreme class …
Mohamad Abou Ali
,
Ali Rasoul Rifai
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
,
Ali Cherry
,
Mohamad Hajj-Hasasn
,
Lara Hamawy
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DOI
URL
Super-Resolution Benchmarking for 3D Image-to-Image Fusion Problem
Fluorescence microscopy faces challenges in resolution, phototoxicity, and anisotropic artifacts. The Fuse My Cells challenge, …
Daniel Franco-Barranco
,
Aitor González-Marfil
,
Albert Cardona
,
Arrate Muñoz-Barrutia
,
Ignacio Arganda-Carreras
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Project
Project
DOI
Advancing Road Safety: A CNN-Based Semi-Supervised Learning Approach for Drivers' Drowsiness Detection
The National Safety Council (NSC) has reported that each year, driver fatigue is responsible for 100,000 accidents, 71,000 injuries, …
Chahrazad Rahmani
,
Azeddine Benlamoudi
,
Salah Eddine Bekhouche
,
Yazid Bounab
,
Djamel Samai
,
Fadi Dornaika
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DOI
Data Augmentation Techniques for Medical Image Segmentation - A Review
Segmentation of medical images is crucial for accu-rate diagnosis, treatment planning and intervention. However, the scarcity of data …
Nancy Kozah
,
Fadi Dornaika
,
Jinan Charafeddine
,
Jihad El Jaam
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DOI
Deep Learning Image-Based Plant Disease Classification - A Review
Effective classification of plant diseases is crucial for increasing agricultural productivity and ensuring global food se-curity. Deep …
Israa Tartoussi
,
Fadi Dornaika
,
Pendar Alirezazadeh
,
Jihad El Jaam
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DOI
Superpixel Mixing: A Data Augmentation Technique For Robust Deep Visual Recognition Models
Data augmentation can mitigate overfitting problems in data exploration without increasing the size of the model. Existing cutmix-based …
Danyang Sun
,
Fadi Dornaika
,
Vinh Truong Hoang
,
Nagore Barrena
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DOI
Enhancing mobile robot surveillance in restricted areas: an optimal visual perception methodology for preventive security
The recent advances in mobile robot surveillance have significantly enhanced supervision tasks. Unlike traditional CCTV systems, these …
Unai Elordi
,
Miguel Ortiz-Huamani
,
Jorge Garcia-Castaño
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DOI
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Pixel-Level Quality Indicator for Image Data Annotation
The creation of image classification and segmentation Machine Learning products requires the annotation of different classes by experts …
Mikel De La Fuente
,
Paula Gonzalez
,
Izar Azpiroz
,
Mikel Maiza
,
Nagore Barrena
,
Marco Quartulli
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