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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

L. Pham

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Aug 2026

Deepfake detection on low-resolution images using optimized Ensemble Learning

A comprehensive Ensemble Learning framework designed to enhance deepfake detection capabilities on the CIFAKE dataset and confirms that leveraging architectural diversity is more effective than relying on complex single models, offering an optimal balance between detection accuracy and computational efficiency.

L. Pham, Cu Vinh Loc, Dang Duy Huynh et al. · 0 citations
Jul 2026

Dual-stream framework for real/fake classification and source attribution of AI-generated images using spatial and frequency features

A specialized dual-stream framework that strategically integrates features from both spatial and frequency domains to disentangle the fingerprints of heterogeneous generators is proposed, addressing two critical tasks: binary real/fake detection and closed-set source attribution across 10 distinct generative architectu...

L. Pham, Cu Vinh Loc, Truong Nhat Tran et al. · 0 citations

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