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HALC: Object Hallucination Reduction Via Adaptive Focal-Contrast Decoding by sathyadivakar is a document available to read on EtoBox.

What is HALC: Object Hallucination Reduction Via Adaptive Focal-Contrast Decoding about?

The document introduces HALC, a novel decoding algorithm aimed at reducing object hallucinations (OH) in large vision-language models (LVLMs) by leveraging fine-grained visual information. HALC employs an adaptive focal-contrast grounding mechanism to correct hallucinated tokens in real-time and utilizes a specialized beam search algorithm to enhance output quality. Experimental results demonstrate HALC

Author

sathyadivakar

Language

EN