6 papers
Revolutionizing Communication with Deep Learning and XAI for Enhanced Arabic Sign Language Recognition
Mazen Balat, Rewaa Awaad, Ahmed B. Zaky +1
This study introduces an integrated approach to recognizing Arabic Sign Language (ArSL) using state-of-the-art deep learning models such as MobileNetV3, ResNet50, and EfficientNet-…
Explainable AI in Handwriting Detection for Dyslexia Using Transfer Learning
Mahmoud Robaa, Mazen Balat, Rewaa Awaad +2
This study introduces an explainable AI (XAI) framework for the detection of dyslexia through handwriting analysis, achieving an impressive test precision of 99.65%. The framework…
Diagnosis of Malignant Lymphoma Cancer Using Hybrid Optimized Techniques Based on Dense Neural Networks
Salah A. Aly, Ali Bakhiet, Mazen Balat
Lymphoma diagnosis, particularly distinguishing between subtypes, is critical for effective treatment but remains challenging due to the subtle morphological differences in histopa…
Advanced Arabic Alphabet Sign Language Recognition Using Transfer Learning and Transformer Models
Mazen Balat, Rewaa Awaad, Hend Adel +2
This paper presents an Arabic Alphabet Sign Language recognition approach, using deep learning methods in conjunction with transfer learning and transformer-based models. We study…
TikGuard: A Deep Learning Transformer-Based Solution for Detecting Unsuitable TikTok Content for Kids
Mazen Balat, Mahmoud Essam Gabr, Hend Bakr +1
The rise of short-form videos on platforms like TikTok has brought new challenges in safeguarding young viewers from inappropriate content. Traditional moderation methods often fal…
Arabic Handwritten Text for Person Biometric Identification: A Deep Learning Approach
Mazen Balat, Youssef Mohamed, Ahmed Heakl +1
This study thoroughly investigates how well deep learning models can recognize Arabic handwritten text for person biometric identification. It compares three advanced architectures…