"object hallucinations" Papers

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Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding

Yixiong Fang, Ziran Yang, Zhaorun Chen et al.

NEURIPS 2025arXiv:2412.06474
14
citations

Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection

Le Yang, Ziwei Zheng, Boxu Chen et al.

CVPR 2025arXiv:2412.13817
26
citations

The Mirage of Performance Gains: Why Contrastive Decoding Fails to Mitigate Object Hallucinations in MLLMs?

Hao Yin, Guangzong Si, Zilei Wang

NEURIPS 2025arXiv:2504.10020

Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding

Sicong Leng, Hang Zhang, Guanzheng Chen et al.

CVPR 2024highlightarXiv:2311.16922
487
citations