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Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection

18 December 2024

Papers citing "Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection"

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Title
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 476 4 0 13 Mar 2025
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Wangbo Zhao Yizeng Han Jiasheng Tang Zechao Li Yibing Song Kaidi Wang Zhangyang Wang Yang You 176 10 0 04 Dec 2024
Reducing Hallucinations in Vision-Language Models via Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Zou VLM LLMSV 145 9 0 21 Oct 2024
mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models Jiabo Ye Haiyang Xu Haowei Liu Anwen Hu Ming Yan Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 80 139 0 09 Aug 2024
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs Shiping Liu Kecheng Zheng Wei Chen MLLM 106 53 0 31 Jul 2024
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing Huanqian Wang Yang Yue Rui Lu Jingxin Shi Andrew Zhao Shenzhi Wang Shiji Song Gao Huang LM&Ro KELM 122 0 0 11 Jul 2024
Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models Mingrui Wu Jiayi Ji Oucheng Huang Jiale Li Yuhang Wu Xiaoshuai Sun Rongrong Ji 132 9 0 24 Jun 2024
OpenVLA: An Open-Source Vision-Language-Action Model Moo Jin Kim Karl Pertsch Siddharth Karamcheti Ted Xiao Ashwin Balakrishna ... Russ Tedrake Dorsa Sadigh Sergey Levine Percy Liang Chelsea Finn LM&Ro VLM 257 533 0 13 Jun 2024
Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity Rheeya Uppaal Apratim De Yiting He Yiquao Zhong Junjie Hu 121 7 0 22 May 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 220 197 0 29 Apr 2024
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback Liqiang Jing Xinya Du 170 17 0 07 Apr 2024
Multi-Modal Hallucination Control by Visual Information Grounding Alessandro Favero Luca Zancato Matthew Trager Siddharth Choudhary Pramuditha Perera Alessandro Achille Ashwin Swaminathan Stefano Soatto MLLM 125 80 0 20 Mar 2024
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding Zhaorun Chen Zhuokai Zhao Hongyin Luo Huaxiu Yao Bo Li Jiawei Zhou MLLM 117 74 0 01 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 115 53 0 28 Feb 2024
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 102 34 0 22 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 87 24 0 18 Feb 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 262 1,216 0 21 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 55 61 0 12 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 128 206 0 29 Nov 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 151 239 0 28 Nov 2023
DRESS: Instructing Large Vision-Language Models to Align and Interact with Humans via Natural Language Feedback Yangyi Chen Karan Sikka Michael Cogswell Heng Ji Ajay Divakaran 119 72 0 16 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 228 421 0 07 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 92 132 0 24 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 181 2,826 0 05 Oct 2023
Analyzing and Mitigating Object Hallucination in Large Vision-Language Models Yiyang Zhou Chenhang Cui Jaehong Yoon Linjun Zhang Zhun Deng Chelsea Finn Mohit Bansal Huaxiu Yao MLLM 152 186 0 01 Oct 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 268 1,908 0 28 Sep 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 124 395 0 25 Sep 2023
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models Yung-Sung Chuang Yujia Xie Hongyin Luo Yoon Kim James R. Glass Pengcheng He HILM 79 166 0 07 Sep 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 77 174 0 11 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 413 12,076 0 18 Jul 2023
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Ke Chen Zhao Zhang Weili Zeng Richong Zhang Feng Zhu Rui Zhao ObjD 108 651 0 27 Jun 2023
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning Fuxiao Liu Kevin Qinghong Lin Linjie Li Jianfeng Wang Yaser Yacoob Lijuan Wang VLM MLLM 140 286 0 26 Jun 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Yunhang Shen Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 128 859 0 23 Jun 2023
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model Kenneth Li Oam Patel Fernanda Viégas Hanspeter Pfister Martin Wattenberg KELM HILM 119 583 0 06 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,169 0 29 May 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 309 814 0 17 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 165 2,072 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 571 4,925 0 17 Apr 2023
Exposing and Mitigating Spurious Correlations for Cross-Modal Retrieval Jae Myung Kim A. Sophia Koepke Cordelia Schmid Zeynep Akata 114 30 0 06 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,472 0 27 Feb 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 432 4,656 0 30 Jan 2023
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 557 4,421 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 151 63 0 04 Oct 2021
Transformer Feed-Forward Layers Are Key-Value Memories Mor Geva R. Schuster Jonathan Berant Omer Levy KELM 185 848 0 29 Dec 2020
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 700 24,572 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Object Hallucination in Image Captioning Anna Rohrbach Lisa Anne Hendricks Kaylee Burns Trevor Darrell Kate Saenko 202 443 0 06 Sep 2018
Beam Search Strategies for Neural Machine Translation Markus Freitag Yaser Al-Onaizan 101 396 0 06 Feb 2017
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 437 43,875 0 01 May 2014