Author

Abderrahim Waga

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Preprint Oct 2026

Deep Learning for Deepfake Image Detection: Comparative Model Evaluation and Gradient-Based Visual Attribution

Synthetic facial imagery has made the distinction between authentic and generated content increasingly important for digital forensics and online trust. This study examines an explainable deep-learning workflow for image-level deepfake detection using two contrasting classification strategies: a compact convolutional m...

Saad Korchi, Abderrahim Waga · 0 citations

#artificial intelligence Preprint Oct 2026

Enhancing Deep Learning Model Performance through Data Generation Strategies: Classification of Olive Tree Diseases

The experimental results show a substantial improvement in classifica tion accuracy, emphasizing the critical role of data diversity and class balance, and highlight the effectiveness and adaptability of the proposed strat egy of data generation and distribution for enhancing dataset quality.

Hicham El Akhal, Abderrahim Waga, Aissa Ben Yahya et al. · 0 citations