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Xudong Liu | Lattice

Xudong Liu

Amazon

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Computer Vision (1)Eval Frameworks & Benchmarks (1)Multimodal Models (1)

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Feb 12, 2026

Amazon ScienceFeb 12, 2026

Mask What Matters: Mitigating Object Hallucinations in Multimodal Large Language Models with Object-Aligned Visual Contrastive Decoding

Object hallucination in MLLMs can be significantly reduced by simply masking salient visual features during contrastive decoding.

Computer Vision Eval Frameworks & Benchmarks Multimodal Models