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Nusrat Tasnim

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Preprint Aug 2026

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection

AI-generated image (AIGI) detection has become increasingly challenging due to the rapid advancement of generative models and the diminishing gap between synthetic and authentic content. Existing vision transformer-based detectors commonly rely on weighted-sum strategies to aggregate intermediate representations across...

Kutub Uddin, Nusrat Tasnim, K. Malik · 0 citations
Jul 2026

Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection

This work proposes GenRes, a novel framework for generative residual learning via a neural tensor network, which models fine-grained relational features between original and transformed samples to enhance generalization in scenarios involving multiple generative transformations.

Kutub Uddin, Nusrat Tasnim, Awais Khan et al. · 2 citations

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