Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models

28 May 2024

Papers citing "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models"

44 / 44 papers shown

Title
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 122 7 0 27 Nov 2024
Law of Vision Representation in MLLMs Shijia Yang Bohan Zhai Quanzeng You Jianbo Yuan Hongxia Yang Chenfeng Xu 57 10 0 29 Aug 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 99 25 0 04 Aug 2024
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding Xintong Wang Jingheng Pan Liang Ding Christian Biemann MLLM 45 65 0 27 Mar 2024
Pensieve: Retrospect-then-Compare Mitigates Visual Hallucination Dingchen Yang Bowen Cao Guang Chen Changjun Jiang 56 8 0 21 Mar 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 98 73 0 20 Mar 2024
Contrastive Region Guidance: Improving Grounding in Vision-Language Models without Training David Wan Jaemin Cho Elias Stengel-Eskin Mohit Bansal VLM ObjD 63 32 0 04 Mar 2024
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding Zhaorun Chen Zhuokai Zhao Hongyin Luo Huaxiu Yao Bo Li Jiawei Zhou MLLM 62 64 0 01 Mar 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 48 22 0 18 Feb 2024
Mitigating Object Hallucination in Large Vision-Language Models via Classifier-Free Guidance Linxi Zhao Yihe Deng Weitong Zhang Quanquan Gu MLLM 58 30 0 13 Feb 2024
Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs Shengbang Tong Zhuang Liu Yuexiang Zhai Yi-An Ma Yann LeCun Saining Xie VLM MLLM 54 302 0 11 Jan 2024
Incorporating Visual Experts to Resolve the Information Loss in Multimodal Large Language Models Xin He Longhui Wei Lingxi Xie Qi Tian 65 8 0 06 Jan 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 185 1,036 0 21 Dec 2023
VCoder: Versatile Vision Encoders for Multimodal Large Language Models Jitesh Jain Jianwei Yang Humphrey Shi MLLM 33 28 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 24 55 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 157 198 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 84 189 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 114 217 0 28 Nov 2023
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Zhiyuan Zhao Bin Wang Linke Ouyang Xiao-wen Dong Jiaqi Wang Conghui He MLLM VLM 76 114 0 28 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 60 28 0 27 Nov 2023
HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data Qifan Yu Juncheng Li Longhui Wei Liang Pang Wentao Ye Bosheng Qin Siliang Tang Qi Tian Yueting Zhuang MLLM VLM 71 71 0 22 Nov 2023
AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation Junyang Wang Yuhang Wang Guohai Xu Jing Zhang Yukai Gu ... Jiaqi Wang Haiyang Xu Ming Yan Ji Zhang Jitao Sang MLLM VLM 30 112 0 13 Nov 2023
Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision Seongyun Lee Sue Hyun Park Yongrae Jo Minjoon Seo 36 57 0 13 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 67 2,593 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 88 174 0 01 Oct 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 75 351 0 25 Sep 2023
Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models Jiaying Lu Jinmeng Rao Kezhen Chen Xiaoyuan Guo Yawen Zhang Baochen Sun Carl Yang Jie Yang 34 11 0 07 Sep 2023
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond Jinze Bai Shuai Bai Shusheng Yang Shijie Wang Sinan Tan Peng Wang Junyang Lin Chang Zhou Jingren Zhou MLLM VLM ObjD 61 851 0 24 Aug 2023
VIGC: Visual Instruction Generation and Correction Bin Wang Fan Wu Xiao Han Jiahui Peng Huaping Zhong ... Xiao-wen Dong Weijia Li Wei Li Jiaqi Wang Conghui He MLLM 57 66 0 24 Aug 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 41 159 0 11 Aug 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 33 961 0 12 Jul 2023
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Ke Chen Zhao Zhang Weili Zeng Richong Zhang Feng Zhu Rui Zhao ObjD 49 622 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 73 260 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 49 806 0 23 Jun 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 180 748 0 17 May 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 45 1,977 0 11 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 82 1,978 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 298 4,506 0 17 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 360 4,406 0 30 Jan 2023
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 32 524 0 03 Jun 2022
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 510 28,659 0 26 Feb 2021
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 228 12,847 0 26 May 2020
Object Hallucination in Image Captioning Anna Rohrbach Lisa Anne Hendricks Kaylee Burns Trevor Darrell Kate Saenko 80 418 0 06 Sep 2018
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 154 43,290 0 01 May 2014