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Article-Journal
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-rays and CT Scans via Parallel and Cross-Attended Encoders
The development of a robust and adaptive deep learning technique for the diagnosis of pneumonia and the assessment of its severity was …
Bouthaina Slika
,
Fadi Dornaika
,
Fares Bougourzi
,
Karim Hammoudi
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DOI
Label-free metabolic fingerprinting of motile mammalian spermatozoa with subcellular resolution
Background: Sperm metabolic pathways that generate energy for motility are compartmentalized within the flagellum. Dysfunctions in …
Fitore Kusari
,
Lenka Backová
,
Dalibor Panek
,
Ales Benda
,
Zdenek Trachtulec
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DOI
Leveraging Graph Convolutional Networks for Semi-supervised Learning in Multi-view Non-graph Data
Semi-supervised learning with a graph-based approach has gained prominence in machine learning, particularly in scenarios where …
Fadi Dornaika
,
Jingjun Bi
,
Jinan Charafeddine
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DOI
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Semi-supervised learning for multi-view and non-graph data using Graph Convolutional Networks
Semi-supervised learning with a graph-based approach has become increasingly popular in machine learning, particularly when dealing …
Fadi Dornaika
,
Jingjun Bi
,
Jinan Charafeddine
,
Huaiyuan Xiao
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Project
DOI
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Cosine Additive Angular Margin Loss for Breast Cancer Classification in Histopathological Images with Small AI Systems
Breast cancer claims thousands of lives annually, emphasizing the need for swift and accurate histopathology image classification to …
Pendar Alirezazadeh
,
Fadi Dornaika
,
Abdelmalik Moujahid
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Project
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Enhancing Generalization and Mitigating Overfitting in Deep Learning for Brain Cancer Diagnosis from MRI
Brain cancer represents a significant global health challenge with increasing incidence and mortality rates. Magnetic Resonance Imaging …
Mohamad Abou Ali
,
Jinan Charafeddine
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
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Project
Project
DOI
Unified multi-view data clustering: Simultaneous learning of consensus coefficient matrix and similarity graph
Integrating data from multiple sources or views has become increasingly common in data analysis, particularly in fields like …
Fadi Dornaika
,
Sally El Hajjar
,
Jinan Charafeddine
,
Nagore Barrena
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DOI
Enhancing MRI brain tumor classification: A comprehensive approach integrating real-life scenario simulation and augmentation techniques
Brain cancer poses a significant global health challenge, with mortality rates showing a concerning surge over recent decades. The …
Mohamad Abou Ali
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
,
Rejdi Chmouri
,
Hussien Shayeh
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Project
Project
DOI
Towards Self-Conscious AI Using Deep ImageNet Models: Application for Blood Cell Classification
The exceptional performance of ImageNet competition winners in image classification has led AI researchers to repurpose these models …
Mohamad Abou Ali
,
Fadi Dornaika
,
Ignacio Arganda-Carreras
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Project
Project
DOI
HSMix: Hard and soft mixing data augmentation for medical image segmentation
Due to the high cost of annotation or the rarity of some diseases, medical image segmentation is often limited by data scarcity and the …
Danyang Sun
,
Fadi Dornaika
,
Nagore Barrena
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