Marwan Alayed

After KAUST Academy

Marwan graduated from the KAUST Academy AI Specialization in September 2026 and finished among the top participants in the program's Kaggle competition tournament.

Summer project

Artificial Intelligence Specialization · Cohort 2026

Deepfake & AI-Generated Image Detection with Visual Explanation using Vision–Language Models

Our project develops a deepfake and AI-generated image detection system that uses a vision–language model to provide both a verdict and a human-readable explanation. We fine-tuned the FakeReasoning model using memory-efficient QLoRA while preserving its pretrained visual features. The resulting system improves detection performance on our target dataset, maintains strong generalization across unseen image generators, and is deployed through a simple web interface where users can upload an image and review the model’s reasoning.

Read the final report (PDF)

With KAUST Academy

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