Title
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception Yuanchen Wu Lu Zhang Hang Yao Junlong Du Ke Yan Shouhong Ding Yunsheng Wu Xuzhao Li MLLM 220 0 0 29 Apr 2025
ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models Hao Yin Guangzong Si Zilei Wang 384 0 0 17 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 237 5 0 18 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 161 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 142 7 0 23 Nov 2024
Towards Interpreting Visual Information Processing in Vision-Language Models Clement Neo Luke Ong Philip Torr Mor Geva David M. Krueger Fazl Barez 127 12 0 09 Oct 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Yining Qi Zhicheng Chen Peilin Zhao VLM MLLM 143 27 0 04 Aug 2024
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 108 279 0 26 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 391 4,388 0 09 Jun 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 121 2,067 0 11 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 286 955 0 27 Apr 2023
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 194 3,482 0 16 Oct 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 416 3,585 0 29 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 500 6,279 0 05 Apr 2022
Vision-Language Pre-Training with Triple Contrastive Learning Jinyu Yang Jiali Duan Son N. Tran Yi Xu Sampath Chanda Liqun Chen Belinda Zeng Trishul Chilimbi Junzhou Huang VLM 108 295 0 21 Feb 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 542 4,398 0 28 Jan 2022
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Yan Zeng Xinsong Zhang Hang Li VLM CLIP 74 307 0 16 Nov 2021
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts Hangbo Bao Wenhui Wang Li Dong Qiang Liu Owais Khan Mohammed Kriti Aggarwal Subhojit Som Furu Wei VLM MLLM MoE 74 558 0 03 Nov 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 212 1,970 0 16 Jul 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 434 1,127 0 17 Feb 2021
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 421 13,048 0 26 May 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 486 3,442 0 09 Mar 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 207 12,085 0 13 Nov 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 88 1,244 0 18 Apr 2019
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 345 3,246 0 02 Dec 2016
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 413 43,777 0 01 May 2014