Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs

31 July 2024

Papers citing "Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs"

31 / 31 papers shown

Title
Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models Wei Chen Xin Yan Bin Wen Fan Yang Tingting Gao Di Zhang Long Chen MLLM 87 0 0 09 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
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations Shuo Li Jiajun Sun Guodong Zheng Xiaoran Fan Yujiong Shen ... Wenming Tan Tao Ji Tao Gui Qi Zhang Xuanjing Huang AAML VLM 83 0 0 19 Mar 2025
Grounded Chain-of-Thought for Multimodal Large Language Models Qiong Wu Xiangcong Yang Yiyi Zhou Chenxin Fang Baiyang Song Xiaoshuai Sun Rongrong Ji LRM 69 1 0 17 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
Attention Reallocation: Towards Zero-cost and Controllable Hallucination Mitigation of MLLMs Chongjun Tu Peng Ye Dongzhan Zhou Lei Bai Gang Yu Tao Chen Wanli Ouyang 56 0 0 13 Mar 2025
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding Shunqi Mao Chaoyi Zhang Weidong Cai MLLM 53 0 0 13 Mar 2025
Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation Beitao Chen Xinyu Lyu Lianli Gao Jingkuan Song H. Shen 63 1 0 11 Mar 2025
EAZY: Eliminating Hallucinations in LVLMs by Zeroing out Hallucinatory Image Tokens Liwei Che Tony Qingze Liu Jing Jia Weiyi Qin Ruixiang Tang Vladimir Pavlovic MLLM VLM 100 1 0 10 Mar 2025
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction Chao Wang Weiwei Fu Yang Zhou MLLM VLM 65 0 0 06 Mar 2025
See What You Are Told: Visual Attention Sink in Large Multimodal Models Seil Kang Jinyeong Kim Junhyeok Kim Seong Jae Hwang VLM 101 5 0 05 Mar 2025
MedHEval: Benchmarking Hallucinations and Mitigation Strategies in Medical Large Vision-Language Models Aofei Chang Le Huang Parminder Bhatia Taha A. Kass-Hout Fenglong Ma Cao Xiao VLM 74 0 0 04 Mar 2025
Towards Statistical Factuality Guarantee for Large Vision-Language Models Z. Li Chao Yan Nicholas J. Jackson Wendi Cui B. Li Jiaxin Zhang Bradley Malin 67 0 0 27 Feb 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization Shuo Xing Yuping Wang Peiran Li Ruizheng Bai Y. Wang Chengxuan Qian Huaxiu Yao Zhengzhong Tu 87 6 0 18 Feb 2025
Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models Mingi Jung Saehuyng Lee Eunji Kim Sungroh Yoon 66 0 0 03 Feb 2025
PAINT: Paying Attention to INformed Tokens to Mitigate Hallucination in Large Vision-Language Model Kazi Hasan Ibn Arif Sajib Acharjee Dip Khizar Hussain Lang Zhang Chris Thomas 62 0 0 21 Jan 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
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
DDFAV: Remote Sensing Large Vision Language Models Dataset and Evaluation Benchmark Haodong Li Haicheng Qu Xiaofeng Zhang 33 1 0 05 Nov 2024
Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs Shuo Li Tao Ji Xiaoran Fan Linsheng Lu L. Yang ... Y. Wang Xiaohui Zhao Tao Gui Qi Zhang Xuanjing Huang 40 0 0 15 Oct 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng H. Chen MLLM LRM 29 4 0 15 Oct 2024
Insight Over Sight? Exploring the Vision-Knowledge Conflicts in Multimodal LLMs Xiaoyuan Liu Wenxuan Wang Youliang Yuan Jen-tse Huang Qiuzhi Liu Pinjia He Zhaopeng Tu 29 0 0 10 Oct 2024
Towards Interpreting Visual Information Processing in Vision-Language Models Clement Neo Luke Ong Philip H. S. Torr Mor Geva David M. Krueger Fazl Barez 84 6 0 09 Oct 2024
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 78 7 0 04 Oct 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
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 71 136 0 29 Apr 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 135 895 0 21 Dec 2023
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
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 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