Author

Md. Ajwad Hossain

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Jul 2026

Hybrid Semantic and Spectral Ensemble for Robust Synthetic Image Source Attribution

This work introduces a dual-branch ensemble framework fusing Semantic Deep Learning with Mathematical Forensic Feature Extraction, highlighting the practicality and scalability of mathematical forensics for real-world deployment.

Md. Ajwad Hossain · arXiv.org · 0 citations