Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

26 June 2023

Fuxiao Liu

Papers citing "Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning"

46 / 196 papers shown

Title
Mitigating Dialogue Hallucination for Large Vision Language Models via Adversarial Instruction Tuning Dongmin Park Zhaofang Qian Guangxing Han Ser-Nam Lim MLLM 43 0 0 15 Mar 2024
Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization Renjie Pi Tianyang Han Wei Xiong Jipeng Zhang Runtao Liu Rui Pan Tong Zhang MLLM 43 33 0 13 Mar 2024
AIGCs Confuse AI Too: Investigating and Explaining Synthetic Image-induced Hallucinations in Large Vision-Language Models Yifei Gao Jiaqi Wang Zhiyu Lin Jitao Sang 48 5 0 13 Mar 2024
RAD-PHI2: Instruction Tuning PHI-2 for Radiology M. Ranjit G. Ganapathy Shaury Srivastav T. Ganu Srujana Oruganti LLMAG LM&MA 55 3 0 12 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 54 45 0 28 Feb 2024
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models Yixin Liu Kai Zhang Yuan Li Zhiling Yan Chujie Gao ... Yue Huang Hanchi Sun Jianfeng Gao Lifang He Lichao Sun VLM VGen EGVM 75 260 0 27 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
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 32 24 0 22 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 91 26 0 20 Feb 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Dinesh Manocha KELM VLM 44 102 0 20 Feb 2024
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning Jihai Zhang Xiang Lan Xiaoye Qu Yu Cheng Mengling Feng Bryan Hooi SSL 24 4 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 40 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
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models Siddharth Karamcheti Suraj Nair Ashwin Balakrishna Percy Liang Thomas Kollar Dorsa Sadigh MLLM VLM 59 99 0 12 Feb 2024
The Instinctive Bias: Spurious Images lead to Hallucination in MLLMs Tianyang Han Qing Lian Rui Pan Renjie Pi Jipeng Zhang Shizhe Diao Yong Lin Tong Zhang 75 1 0 06 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 35 115 0 01 Feb 2024
MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception Yuhao Wang Yusheng Liao Heyang Liu Hongcheng Liu Yu Wang Yanfeng Wang LRM VLM 30 13 0 15 Jan 2024
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning Yiqi Wang Wentao Chen Xiaotian Han Xudong Lin Haiteng Zhao Yongfei Liu Bohan Zhai Jianbo Yuan Quanzeng You Hongxia Yang LRM 47 70 0 10 Jan 2024
Incorporating Visual Experts to Resolve the Information Loss in Multimodal Large Language Models Xin He Longhui Wei Lingxi Xie Qi Tian 43 8 0 06 Jan 2024
Visual Instruction Tuning towards General-Purpose Multimodal Model: A Survey Jiaxing Huang Jingyi Zhang Kai Jiang Han Qiu Shijian Lu 44 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
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 95 198 0 28 Nov 2023
Fully Authentic Visual Question Answering Dataset from Online Communities Chongyan Chen Mengchen Liu Noel Codella Yunsheng Li Lu Yuan Danna Gurari 49 5 0 27 Nov 2023
Griffon: Spelling out All Object Locations at Any Granularity with Large Language Models Yufei Zhan Yousong Zhu Zhiyang Chen Fan Yang E. Goles Jinqiao Wang ObjD 52 14 0 24 Nov 2023
Trustworthy Large Models in Vision: A Survey Ziyan Guo Li Xu Jun Liu MU 66 0 0 16 Nov 2023
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Peng Jin Ryuichi Takanobu Caiwan Zhang Xiaochun Cao Li-ming Yuan MLLM 36 226 0 14 Nov 2023
Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision Seongyun Lee Sue Hyun Park Yongrae Jo Minjoon Seo 30 50 0 13 Nov 2023
How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model Shezheng Song Xiaopeng Li Shasha Li Shan Zhao Jie Yu Jun Ma Xiaoguang Mao Weimin Zhang 71 4 0 10 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 50 732 0 09 Nov 2023
Woodpecker: Hallucination Correction for Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Tong Xu Hao Wang Dianbo Sui Yunhang Shen Ke Li Xingguo Sun Enhong Chen VLM MLLM 38 115 0 24 Oct 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 443 0 14 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 184 0 11 Oct 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 80 225 0 26 Sep 2023
TextBind: Multi-turn Interleaved Multimodal Instruction-following in the Wild Huayang Li Siheng Li Deng Cai Longyue Wang Lemao Liu Taro Watanabe Yujiu Yang Shuming Shi MLLM 55 17 0 14 Sep 2023
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning Ming Li Yong Zhang Zhitao Li Jiuhai Chen Lichang Chen Ning Cheng Jianzong Wang Dinesh Manocha Jing Xiao 48 176 0 23 Aug 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 36 156 0 11 Aug 2023
A Survey on Evaluation of Large Language Models Yu-Chu Chang Xu Wang Jindong Wang Yuanyi Wu Linyi Yang ... Yue Zhang Yi-Ju Chang Philip S. Yu Qian Yang Xingxu Xie ELM LM&MA ALM 75 1,517 0 06 Jul 2023
A Survey on Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Ke Li Xing Sun Tong Xu Enhong Chen MLLM LRM 54 557 0 23 Jun 2023
On the Hidden Mystery of OCR in Large Multimodal Models Yuliang Liu Zhang Li Mingxin Huang Chunyuan Li Dezhi Peng Mingyu Liu Lianwen Jin Xiang Bai VLM MLLM 34 54 0 13 May 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 208 905 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 165 579 0 06 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 369 12,003 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,154 0 28 Jan 2022
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 210 310 0 02 Mar 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 299 1,084 0 17 Feb 2021