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Junwei Sheng

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Preprint Jul 2026

Look Clearly Before Answering: Mitigating Hallucinations in LVLMs via Saliency-Driven Perceptual Realignment

This work proposes Saliency-Driven Perceptual Realignment (SDPR), a training-free framework that mitigates the degradation of visual awareness throughout inference and is robust against hallucinations due to its holistic alignment of visual awareness across the entire generative trajectory.

Pengxu Chen, Yao Zhu, Guangming Zhu et al. · 0 citations