Conscious Gaze: Adaptive Attention Mechanisms for Hallucination Mitigation in Vision-Language Models

Weijue Bu, Guan Yuan, Guixian Zhang

Large Vision-Language Models (VLMs) often exhibit text inertia, where attention drifts from visual evidence toward linguistic priors, resulting in object hallucinations. Existing d…