A Survey on Multimodal Large Language Models

23 June 2023

Enhong Chen

Papers citing "A Survey on Multimodal Large Language Models"

50 / 103 papers shown

Title
Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions Zhe Hu Tuo Liang Jing Li Yiren Lu Yunlai Zhou Yiran Qiao Jing Ma Yu Yin 36 4 0 29 May 2024
V-Zen: Efficient GUI Understanding and Precise Grounding With A Novel Multimodal LLM Abdur Rahman Rajat Chawla Muskaan Kumar Arkajit Datta Adarsh Jha NS Mukunda Ishaan Bhola 35 2 0 24 May 2024
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models Yongxin Guo Zhenglin Cheng Xiaoying Tang Tao R. Lin Tao Lin MoE 42 7 0 23 May 2024
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models Jiaqi Li Qianshan Wei Chuanyi Zhang Guilin Qi Miaozeng Du Yongrui Chen Sheng Bi Fan Liu VLM MU 58 12 0 21 May 2024
BlenderAlchemy: Editing 3D Graphics with Vision-Language Models Ian Huang Guandao Yang Leonidas J. Guibas 23 3 0 26 Apr 2024
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models Yifan Li Hangyu Guo Kun Zhou Wayne Xin Zhao Ji-Rong Wen 38 38 0 14 Mar 2024
XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution Yunpeng Qu Kun Yuan Kai Zhao Qizhi Xie Jinhua Hao Ming-hui Sun Chao Zhou 19 16 0 08 Mar 2024
Unveiling Typographic Deceptions: Insights of the Typographic Vulnerability in Large Vision-Language Model Hao-Ran Cheng Erjia Xiao Jindong Gu Le Yang Jinhao Duan Jize Zhang Jiahang Cao Kaidi Xu Renjing Xu 24 6 0 29 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 14 0 30 Jan 2024
Cross-Modal Coordination Across a Diverse Set of Input Modalities Jorge Sánchez Rodrigo Laguna VLM 8 0 0 29 Jan 2024
Red Teaming Visual Language Models Mukai Li Lei Li Yuwei Yin Masood Ahmed Zhenguang Liu Qi Liu VLM 25 30 0 23 Jan 2024
Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models Li Sun Liuan Wang Jun Sun Takayuki Okatani MLLM 14 0 0 18 Jan 2024
Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence Xin Yuan Ning Li Kang Wei Wenchao Xu Quan Chen Hao Chen Song Guo 11 0 0 27 Dec 2023
A Survey on Open-Set Image Recognition Jiaying Sun Qiulei Dong BDL ObjD 30 3 0 25 Dec 2023
V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs Penghao Wu Saining Xie LRM 49 120 0 21 Dec 2023
Silkie: Preference Distillation for Large Visual Language Models Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang Liang Chen Yazheng Yang Benyou Wang Lingpeng Kong MLLM 96 67 0 17 Dec 2023
CogAgent: A Visual Language Model for GUI Agents Wenyi Hong Weihan Wang Qingsong Lv Jiazheng Xu Wenmeng Yu ... Juanzi Li Bin Xu Yuxiao Dong Ming Ding Jie Tang MLLM 134 310 0 14 Dec 2023
AVA: Towards Autonomous Visualization Agents through Visual Perception-Driven Decision-Making Shusen Liu Haichao Miao Zhimin Li M. Olson Valerio Pascucci P. Bremer 19 8 0 07 Dec 2023
Hijacking Context in Large Multi-modal Models Joonhyun Jeong MLLM 33 7 0 07 Dec 2023
Aligning and Prompting Everything All at Once for Universal Visual Perception Yunhang Shen Chaoyou Fu Peixian Chen Mengdan Zhang Ke Li Xing Sun Yunsheng Wu Shaohui Lin Rongrong Ji VLM ObjD 38 5 0 04 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 127 176 0 01 Dec 2023
LL3DA: Visual Interactive Instruction Tuning for Omni-3D Understanding, Reasoning, and Planning Sijin Chen Xin Chen C. Zhang Mingsheng Li Gang Yu Hao Fei Hongyuan Zhu Jiayuan Fan Tao Chen MLLM 21 76 0 30 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 82 196 0 28 Nov 2023
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training Cheng Tan Jingxuan Wei Zhangyang Gao Linzhuang Sun Siyuan Li Ruifeng Guo Xihong Yang Stan Z. Li LRM 14 7 0 23 Nov 2023
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models Debarati Das Ishaan Gupta Jaideep Srivastava Dongyeop Kang 6 8 0 16 Nov 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 8 19 0 10 Nov 2023
u-LLaVA: Unifying Multi-Modal Tasks via Large Language Model Jinjin Xu Liwu Xu Yuzhe Yang Xiang Li Fanyi Wang Yanchun Xie Yi-Jie Huang Yaqian Li MoE MLLM VLM 18 12 0 09 Nov 2023
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning Yifan Du Hangyu Guo Kun Zhou Wayne Xin Zhao Jinpeng Wang Chuyuan Wang Mingchen Cai Ruihua Song Ji-Rong Wen VLM MLLM LRM 52 22 0 02 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 2023
UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model Jiabo Ye Anwen Hu Haiyang Xu Qinghao Ye Mingshi Yan ... Ji Zhang Qin Jin Liang He Xin Lin Feiyan Huang VLM MLLM 118 83 0 08 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 52 222 0 26 Sep 2023
MindAgent: Emergent Gaming Interaction Ran Gong Qiuyuan Huang Xiaojian Ma Hoi Vo Zane Durante ... Zilong Zheng Song-Chun Zhu Demetri Terzopoulos Fei-Fei Li Jianfeng Gao LM&Ro 96 61 0 18 Sep 2023
An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models Yadong Lu Chunyuan Li Haotian Liu Jianwei Yang Jianfeng Gao Yelong Shen MLLM 94 31 0 18 Sep 2023
Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models Yupan Huang Zaiqiao Meng Fangyu Liu Yixuan Su Nigel Collier Yutong Lu MLLM 22 21 0 31 Aug 2023
Mobile Foundation Model as Firmware Jinliang Yuan Chenchen Yang Dongqi Cai Shihe Wang Xin Yuan ... Di Zhang Hanzi Mei Xianqing Jia Shangguang Wang Mengwei Xu 22 19 0 28 Aug 2023
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models Zixing Zhang Liyizhe Peng Tao Pang Jing Han Huan Zhao Bjorn W. Schuller 14 12 0 21 Aug 2023
VisIT-Bench: A Benchmark for Vision-Language Instruction Following Inspired by Real-World Use Yonatan Bitton Hritik Bansal Jack Hessel Rulin Shao Wanrong Zhu Anas Awadalla Josh Gardner Rohan Taori L. Schimdt VLM 29 76 0 12 Aug 2023
Visual Instruction Tuning with Polite Flamingo Delong Chen Jianfeng Liu Wenliang Dai Baoyuan Wang MLLM 20 40 0 03 Jul 2023
Caption Anything: Interactive Image Description with Diverse Multimodal Controls Teng Wang Jinrui Zhang Junjie Fei Hao Zheng Yunlong Tang Zhe Li Mingqi Gao Shanshan Zhao MLLM 96 81 0 04 May 2023
Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings Daniel Philip Rose Vaishnavi Himakunthala Andy Ouyang Ryan He Alex Mei Yujie Lu Michael Stephen Saxon Chinmay Sonar Diba Mirza William Yang Wang LRM 62 34 0 03 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 201 883 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 154 576 0 06 Apr 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
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 301 11,730 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 380 4,010 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 161 401 0 10 Sep 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 274 882 0 18 Apr 2021