Title
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 83 0 0 30 Apr 2025
Low-hallucination Synthetic Captions for Large-Scale Vision-Language Model Pre-training Xiaotian Zhang Yarong Zeng Xinting Huang Hu Hu Runquan Xie Han Hu Zhanhui Kang MLLM VLM 53 0 0 17 Apr 2025
Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions Dong Jing Nanyi Fei Zhiwu Lu 42 0 0 24 Mar 2025
PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training Cong Chen Mingyu Liu Chenchen Jing Y. Zhou Fengyun Rao Hao Chen Bo Zhang Chunhua Shen MLLM AAML VLM 59 3 0 09 Mar 2025
Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding Wei Suo Lijun Zhang Mengyang Sun Lin Yuanbo Wu Peng Wang Yuyao Zhang MLLM VLM 47 1 0 01 Mar 2025
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 74 1 0 04 Dec 2024
Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model Qianhan Feng Wenshuo Li Tong Lin Xinghao Chen VLM 69 0 0 02 Dec 2024
A Topic-level Self-Correctional Approach to Mitigate Hallucinations in MLLMs Lehan He Zeren Chen Zhelun Shi Tianyu Yu Jing Shao Lu Sheng MLLM 111 1 0 26 Nov 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 121 2 0 24 Nov 2024
Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination Haojie Zheng Tianyang Xu Hanchi Sun Shu Pu Ruoxi Chen Lichao Sun MLLM LRM 84 8 0 15 Nov 2024
V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization Yuxi Xie Guanzhen Li Xiao Xu Min-Yen Kan MLLM VLM 60 13 0 05 Nov 2024
A Survey of Hallucination in Large Visual Language Models Wei Lan Wenyi Chen Qingfeng Chen Shirui Pan Huiyu Zhou Yi-Lun Pan LRM 30 4 0 20 Oct 2024
A Unified Hallucination Mitigation Framework for Large Vision-Language Models Yue Chang Liqiang Jing Xiaopeng Zhang Yue Zhang VLM MLLM 65 2 0 24 Sep 2024
Effectively Enhancing Vision Language Large Models by Prompt Augmentation and Caption Utilization Minyi Zhao Jie Wang Z. Li Jiyuan Zhang Zhenbang Sun Shuigeng Zhou MLLM VLM 27 0 0 22 Sep 2024
SURf: Teaching Large Vision-Language Models to Selectively Utilize Retrieved Information Jiashuo Sun Jihai Zhang Yucheng Zhou Zhaochen Su Xiaoye Qu Yu Cheng 43 12 0 21 Sep 2024
Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment Jin Chen Kaijing Ma Haojian Huang Jiayu Shen Han Fang Xianghao Zang Chao Ban 79 2 0 17 Sep 2024
Generating Faithful and Salient Text from Multimodal Data Tahsina Hashem Weiqing Wang Derry Tanti Wijaya Mohammed Eunus Ali Yuan-Fang Li 31 0 0 06 Sep 2024
Enhancing Source Code Security with LLMs: Demystifying The Challenges and Generating Reliable Repairs Nafis Tanveer Islam Joseph Khoury Andrew Seong E. Bou-Harb Peyman Najafirad AAML 30 3 0 01 Sep 2024
Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning Xiaoye Qu Jiashuo Sun Wei Wei Yu Cheng MLLM LRM 31 14 0 30 Aug 2024
LLAVADI: What Matters For Multimodal Large Language Models Distillation Shilin Xu Xiangtai Li Haobo Yuan Lu Qi Yunhai Tong Ming-Hsuan Yang 36 3 0 28 Jul 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning Zhecan Wang Garrett Bingham Adams Wei Yu Quoc V. Le Thang Luong Golnaz Ghiasi MLLM LRM 39 9 0 22 Jul 2024
DOPRA: Decoding Over-accumulation Penalization and Re-allocation in Specific Weighting Layer Jinfeng Wei Xiaofeng Zhang 28 13 0 21 Jul 2024
RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in LVLMs Sangmin Woo Jaehyuk Jang Donguk Kim Yubin Choi Changick Kim 42 1 0 28 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 42 12 0 28 May 2024
C3L: Content Correlated Vision-Language Instruction Tuning Data Generation via Contrastive Learning Ji Ma Wei Suo Peng Wang Yanning Zhang VLM 40 0 0 21 May 2024
Visual Fact Checker: Enabling High-Fidelity Detailed Caption Generation Yunhao Ge Fangyin Wei Siddharth Gururani Nayeon Lee Xuan Li Huayu Chen CoGe DiffM 35 14 0 30 Apr 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 95 139 0 29 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 67 8 0 25 Apr 2024
UniMERNet: A Universal Network for Real-World Mathematical Expression Recognition Bin Wang Zhuangcheng Gu Chaochao Xu Bo-Wen Zhang Botian Shi Conghui He OffRL 41 9 0 23 Apr 2024
FINEMATCH: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction Hang Hua Jing Shi Kushal Kafle Simon Jenni Daoan Zhang John Collomosse Scott D. Cohen Jiebo Luo CoGe VLM 50 9 0 23 Apr 2024
3DBench: A Scalable 3D Benchmark and Instruction-Tuning Dataset Junjie Zhang Tianci Hu Xiaoshui Huang Yongshun Gong Dan Zeng 48 2 0 23 Apr 2024
TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding Bozhi Luan Hao Feng Hong Chen Yonghui Wang Wen-gang Zhou Houqiang Li MLLM 37 11 0 15 Apr 2024
What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models Junho Kim Yeonju Kim Yonghyun Ro LRM MLLM 35 4 0 20 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 55 3 0 07 Mar 2024
IBD: Alleviating Hallucinations in Large Vision-Language Models via Image-Biased Decoding Lanyun Zhu Deyi Ji Tianrun Chen Peng Xu Jieping Ye Jun Liu MLLM 46 44 0 28 Feb 2024
Hal-Eval: A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models Chaoya Jiang Wei Ye Mengfan Dong Hongrui Jia Haiyang Xu Mingshi Yan Ji Zhang Shikun Zhang VLM MLLM 43 15 0 24 Feb 2024
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts Yusu Qian Haotian Zhang Yinfei Yang Zhe Gan 83 26 0 20 Feb 2024
The Revolution of Multimodal Large Language Models: A Survey Davide Caffagni Federico Cocchi Luca Barsellotti Nicholas Moratelli Sara Sarto Lorenzo Baraldi Lorenzo Baraldi Marcella Cornia Rita Cucchiara LRM VLM 56 41 0 19 Feb 2024
Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models Jun Wu Qiang Liu Ding Wang Jinghao Zhang Shu Wu Liang Wang Tien-Ping Tan LRM 32 20 0 18 Feb 2024
EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models Shangyu Xing Fei Zhao Zhen Wu Tuo An Weihao Chen Chunhui Li Jianbing Zhang Xinyu Dai MLLM MU 42 5 0 15 Feb 2024
Mitigating Object Hallucination in Large Vision-Language Models via Classifier-Free Guidance Linxi Zhao Yihe Deng Weitong Zhang Quanquan Gu MLLM 28 30 0 13 Feb 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo-Wen Zhang Chunhua Shen VLM MLLM 33 96 0 06 Feb 2024
$Skip \n: A Simple Method to Reduce Hallucination in Large Vision-Language Models$ Skip \n: A Simple Method to Reduce Hallucination in Large Vision-Language Models Zongbo Han Zechen Bai Haiyang Mei Qianli Xu Changqing Zhang Mike Zheng Shou VLM 29 7 0 02 Feb 2024
A Survey on Hallucination in Large Vision-Language Models Hanchao Liu Wenyuan Xue Yifei Chen Dapeng Chen Xiutian Zhao Ke Wang Liping Hou Rong-Zhi Li Wei Peng LRM MLLM 29 113 0 01 Feb 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 87 244 0 29 Jan 2024
Visual Instruction Tuning towards General-Purpose Multimodal Model: A Survey Jiaxing Huang Jingyi Zhang Kai Jiang Han Qiu Shijian Lu 41 22 0 27 Dec 2023
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model Chaoya Jiang Haiyang Xu Mengfan Dong Jiaxing Chen Wei Ye Mingshi Yan Qinghao Ye Ji Zhang Fei Huang Shikun Zhang VLM 20 51 0 12 Dec 2023
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback M. Steyvers Yuan Yao Haoye Zhang Taiwen He Yifeng Han ... Xinyue Hu Zhiyuan Liu Hai-Tao Zheng Maosong Sun Tat-Seng Chua MLLM VLM 141 177 0 01 Dec 2023
OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation Qidong Huang Xiao-wen Dong Pan Zhang Bin Wang Conghui He Jiaqi Wang Dahua Lin Weiming Zhang Neng H. Yu MLLM 31 168 0 29 Nov 2023
Mitigating Hallucination in Visual Language Models with Visual Supervision Zhiyang Chen Yousong Zhu Yufei Zhan Zhaowen Li Chaoyang Zhao Jinqiao Wang Ming Tang VLM MLLM 45 27 0 27 Nov 2023