Logical Closed Loop: Uncovering Object Hallucinations in Large
Vision-Language Models

Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models

18 February 2024

Qiang Liu

Ding Wang

Liang Wang

Papers citing "Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models"

19 / 19 papers shown

Title
Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models Chung-En Hsuan-Chih Chen Brian Jalaian Nathaniel D. Bastian AAML VLM 39 0 0 19 Apr 2025
Efficient Contrastive Decoding with Probabilistic Hallucination Detection - Mitigating Hallucinations in Large Vision Language Models - Laura Fieback Nishilkumar Balar Jakob Spiegelberg Hanno Gottschalk MLLM VLM 78 0 0 16 Apr 2025
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation Hongcheng Gao Jiashu Qu Jingyi Tang Baolong Bi Y. Liu Hongyu Chen Li Liang Li Su Qingming Huang MLLM VLM LRM 81 3 0 25 Mar 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 58 0 0 13 Mar 2025
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction Chao Wang Weiwei Fu Yang Zhou MLLM VLM 67 0 0 06 Mar 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection Le Yang Ziwei Zheng Boxu Chen Zhengyu Zhao Chenhao Lin Chao Shen VLM 132 3 0 18 Dec 2024
Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis Po-Hsuan Huang Jeng-Lin Li Chin-Po Chen Ming-Ching Chang Wei-Chao Chen LRM 72 1 0 04 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 103 2 0 24 Nov 2024
Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens Zhangqi Jiang Junkai Chen Beier Zhu Tingjin Luo Yankun Shen Xu Yang 84 4 0 23 Nov 2024
ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models Junzhe Chen Tianshu Zhang S. Huang Yuwei Niu Linfeng Zhang Lijie Wen Xuming Hu MLLM VLM 102 2 0 22 Nov 2024
Unified Triplet-Level Hallucination Evaluation for Large Vision-Language Models J. Wu Tsz Ting Chung Kai Chen Dit-Yan Yeung VLM LRM 47 3 0 30 Oct 2024
Mitigating Object Hallucination via Concentric Causal Attention Yun Xing Yiheng Li Ivan Laptev Shijian Lu 38 17 0 21 Oct 2024
LLMs Can Check Their Own Results to Mitigate Hallucinations in Traffic Understanding Tasks Malsha Ashani Mahawatta Dona Beatriz Cabrero-Daniel Yinan Yu Christian Berger 37 1 0 19 Sep 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Haozhao Wang Zhicheng Chen Peilin Zhao VLM MLLM 55 18 0 04 Aug 2024
MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification Laura Fieback Jakob Spiegelberg Hanno Gottschalk MLLM 50 5 0 29 May 2024
Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models Sangmin Woo Donguk Kim Jaehyuk Jang Yubin Choi Changick Kim 33 12 0 28 May 2024
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 82 196 0 28 Nov 2023
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 203 883 0 27 Apr 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022