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

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

28 November 2023

Xin Li

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

13 / 13 papers shown

Title
Mitigating Image Captioning Hallucinations in Vision-Language Models Fei Zhao C. Zhang Runlin Zhang Tianyang Wang Xi Li VLM 17 19 0 06 May 2025
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models Liqiang Jing Guiming Hardy Chen Ehsan Aghazadeh Xin Eric Wang Xinya Du 43 42 0 04 May 2025
Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models Sangmin Woo Kang Zhou Yun Zhou Shuai Wang Sheng Guan Haibo Ding Lin Lee Cheong VPVLM 58 31 0 30 Apr 2025
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception Yuanchen Wu Lu Zhang Hang Yao Junlong Du Ke Yan Shouhong Ding Yunsheng Wu X. Li MLLM 50 0 0 29 Apr 2025
Negate or Embrace: On How Misalignment Shapes Multimodal Representation Learning Yichao Cai Yuhang Liu Erdun Gao T. Jiang Zhen Zhang Anton van den Hengel J. Shi 44 0 0 14 Apr 2025
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models Xin Zou Yizhou Wang Yibo Yan Yuanhuiyi Lyu Kening Zheng ... Junkai Chen Peijie Jiang J. Liu Chang Tang Xuming Hu 67 73 0 04 Oct 2024
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback Liqiang Jing Xinya Du 60 46 0 07 Apr 2024
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 195 575 0 27 Apr 2023
Exposing and Mitigating Spurious Correlations for Cross-Modal Retrieval Jae Myung Kim A. Sophia Koepke Cordelia Schmid Zeynep Akata 58 13 0 06 Apr 2023
Overcoming Language Priors in Visual Question Answering via Distinguishing Superficially Similar Instances Yike Wu Yu Zhao Shiwan Zhao Ying Zhang Xiaojie Yuan Guoqing Zhao Ning Jiang 58 7 0 18 Sep 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 375 2,713 0 28 Jan 2022
Let there be a clock on the beach: Reducing Object Hallucination in Image Captioning Ali Furkan Biten L. G. I. Bigorda Dimosthenis Karatzas 68 40 0 04 Oct 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 217 3,054 0 23 Jan 2020