Title
AIM: Let Any Multi-modal Large Language Models Embrace Efficient In-Context Learning Jun Gao Qian Qiao Ziqiang Cao Zili Wang Wenjie Li 21 3 0 11 Jun 2024
Vript: A Video Is Worth Thousands of Words Dongjie Yang Suyuan Huang Chengqiang Lu Xiaodong Han Haoxin Zhang Yan Gao Yao Hu Hai Zhao VGen 55 21 0 10 Jun 2024
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs Lingchen Meng Jianwei Yang Rui Tian Xiyang Dai Zuxuan Wu Jianfeng Gao Yu-Gang Jiang VLM 22 8 0 06 Jun 2024
Evaluating Durability: Benchmark Insights into Multimodal Watermarking Jielin Qiu William Jongwon Han Xuandong Zhao Shangbang Long Christos Faloutsos Lei Li 48 1 0 06 Jun 2024
From Redundancy to Relevance: Enhancing Explainability in Multimodal Large Language Models Xiaofeng Zhang Chen Shen Xiaosong Yuan Shaotian Yan Liang Xie Wenxiao Wang Chaochen Gu Hao Tang Jieping Ye 35 8 0 04 Jun 2024
Visual Perception by Large Language Model's Weights Feipeng Ma Hongwei Xue Guangting Wang Yizhou Zhou Fengyun Rao Shilin Yan Yueyi Zhang Siying Wu Mike Zheng Shou Xiaoyan Sun VLM 17 5 0 30 May 2024
Descriptive Image Quality Assessment in the Wild Zhiyuan You Jinjin Gu Zheyuan Li Xin Cai Kaiwen Zhu Chao Dong Tianfan Xue EGVM 27 3 0 29 May 2024
The Evolution of Multimodal Model Architectures S. Wadekar Abhishek Chaurasia Aman Chadha Eugenio Culurciello 41 13 0 28 May 2024
Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment Xin Xiao Bohong Wu Jiacong Wang Chunyuan Li Xun Zhou Haoyuan Guo VLM 26 7 0 28 May 2024
Streaming Long Video Understanding with Large Language Models Rui Qian Xiao-wen Dong Pan Zhang Yuhang Zang Shuangrui Ding Dahua Lin Jiaqi Wang VLM 29 40 0 25 May 2024
Chain-of-Thought Prompting for Demographic Inference with Large Multimodal Models Yongsheng Yu Jiebo Luo LRM AI4CE 19 1 0 24 May 2024
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models Byung-Kwan Lee Chae Won Kim Beomchan Park Yonghyun Ro MLLM LRM 22 17 0 24 May 2024
AlignGPT: Multi-modal Large Language Models with Adaptive Alignment Capability Fei Zhao Taotian Pang Chunhui Li Zhen Wu Junjie Guo Shangyu Xing Xinyu Dai 39 7 0 23 May 2024
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models Qiji Zhou Ruochen Zhou Zike Hu Panzhong Lu Siyang Gao Yue Zhang LRM 38 12 0 22 May 2024
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts Jiachen Li Xinyao Wang Sijie Zhu Chia-Wen Kuo Lu Xu Fan Chen Jitesh Jain Humphrey Shi Longyin Wen MLLM MoE 28 26 0 09 May 2024
VisionGraph: Leveraging Large Multimodal Models for Graph Theory Problems in Visual Context Yunxin Li Baotian Hu Haoyuan Shi Wei Wang Longyue Wang Min-Ling Zhang LRM 27 12 0 08 May 2024
MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors Yuan Tang Xu Han Xianzhi Li Qiao Yu Yixue Hao Long Hu Min Chen 21 14 0 02 May 2024
SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension Bohao Li Yuying Ge Yi Chen Yixiao Ge Ruimao Zhang Ying Shan VLM 30 27 0 25 Apr 2024
TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning Liang Zhang Anwen Hu Haiyang Xu Mingshi Yan Yichen Xu Qin Jin Ji Zhang Fei Huang 33 15 0 25 Apr 2024
Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training Mengzhao Jia Zhihan Zhang W. Yu Fangkai Jiao Meng-Long Jiang VLM ReLM LRM 43 7 0 22 Apr 2024
SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation Yuying Ge Sijie Zhao Jinguo Zhu Yixiao Ge Kun Yi Lin Song Chen Li Xiaohan Ding Ying Shan VLM 52 103 0 22 Apr 2024
Automated Evaluation of Large Vision-Language Models on Self-driving Corner Cases Kai Chen Yanze Li Wenhua Zhang Yanxin Liu Pengxiang Li ... Xinhai Zhao Zhenguo Li Dit-Yan Yeung Huchuan Lu Xu Jia ELM MLLM 40 27 0 16 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 31 107 0 09 Apr 2024
Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language Models Songtao Jiang Yan Zhang Chenyi Zhou Yeying Jin Yang Feng Jian Wu Zuozhu Liu LRM VLM 35 4 0 06 Apr 2024
Are We on the Right Way for Evaluating Large Vision-Language Models? Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Yuhang Zang ... Haodong Duan Jiaqi Wang Yu Qiao Dahua Lin Feng Zhao VLM 61 216 0 29 Mar 2024
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Yanwei Li Yuechen Zhang Chengyao Wang Zhisheng Zhong Yixin Chen Ruihang Chu Shaoteng Liu Jiaya Jia VLM MLLM MoE 29 210 0 27 Mar 2024
VisualCritic: Making LMMs Perceive Visual Quality Like Humans Zhipeng Huang Zhizheng Zhang Yiting Lu Zheng-Jun Zha Zhibo Chen Baining Guo MLLM 34 4 0 19 Mar 2024
VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning Yongshuo Zong Ondrej Bohdal Timothy M. Hospedales 20 7 0 19 Mar 2024
Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation Yunhao Gou Kai Chen Zhili Liu Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung James T. Kwok Yu Zhang MLLM 30 37 0 14 Mar 2024
MoAI: Mixture of All Intelligence for Large Language and Vision Models Byung-Kwan Lee Beomchan Park Chae Won Kim Yonghyun Ro MLLM VLM 40 20 0 12 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
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 43 35 0 29 Feb 2024
PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large Multimodal Models Dingkun Guo Yuqi Xiang Shuqi Zhao Xinghao Zhu Masayoshi Tomizuka Mingyu Ding Wei Zhan 16 9 0 26 Feb 2024
PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering Yiming Du Hongru Wang Zhengyi Zhao Bin Liang Baojun Wang Wanjun Zhong Zezhong Wang Kam-Fai Wong RALM 28 7 0 26 Feb 2024
RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis Yao Mu Junting Chen Qinglong Zhang Shoufa Chen Qiaojun Yu ... Wenhai Wang Jifeng Dai Yu Qiao Mingyu Ding Ping Luo 37 20 0 25 Feb 2024
DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models Yuhang Cao Pan Zhang Xiao-wen Dong Dahua Lin Jiaqi Wang 29 10 0 22 Feb 2024
Uncertainty-Aware Evaluation for Vision-Language Models Vasily Kostumov Bulat Nutfullin Oleg Pilipenko Eugene Ilyushin ELM 34 7 0 22 Feb 2024
DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models Xiaoyu Tian Junru Gu Bailin Li Yicheng Liu Yang Wang Chenxu Hu Kun Zhan Peng Jia Xianpeng Lang Hang Zhao VLM 59 122 0 19 Feb 2024
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models Didi Zhu Zhongyi Sun Zexi Li Tao Shen Ke Yan Shouhong Ding Kun Kuang Chao Wu CLL KELM MoMe 36 22 0 19 Feb 2024
Visual In-Context Learning for Large Vision-Language Models Yucheng Zhou Xiang Li Qianning Wang Jianbing Shen MLLM 24 57 0 18 Feb 2024
CoLLaVO: Crayon Large Language and Vision mOdel Byung-Kwan Lee Beomchan Park Chae Won Kim Yonghyun Ro VLM MLLM 19 16 0 17 Feb 2024
A Benchmark for Multi-modal Foundation Models on Low-level Vision: from Single Images to Pairs Zicheng Zhang Haoning Wu Erli Zhang Guangtao Zhai Weisi Lin VLM 19 8 0 11 Feb 2024
LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model Dilxat Muhtar Zhenshi Li Feng-Xue Gu Xue-liang Zhang P. Xiao 59 46 0 04 Feb 2024
Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models Yongshuo Zong Ondrej Bohdal Tingyang Yu Yongxin Yang Timothy M. Hospedales VLM MLLM 52 56 0 03 Feb 2024
2AFC Prompting of Large Multimodal Models for Image Quality Assessment Hanwei Zhu Xiangjie Sui Baoliang Chen Xuelin Liu Peilin Chen Yuming Fang Shiqi Wang 40 14 0 02 Feb 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 73 89 0 29 Jan 2024
LLaVA-MoLE: Sparse Mixture of LoRA Experts for Mitigating Data Conflicts in Instruction Finetuning MLLMs Shaoxiang Chen Zequn Jie Lin Ma MoE 38 46 0 29 Jan 2024
MoE-LLaVA: Mixture of Experts for Large Vision-Language Models Bin Lin Zhenyu Tang Yang Ye Jiaxi Cui Bin Zhu ... Jinfa Huang Junwu Zhang Yatian Pang Munan Ning Li-ming Yuan VLM MLLM MoE 28 146 0 29 Jan 2024
MM-LLMs: Recent Advances in MultiModal Large Language Models Duzhen Zhang Yahan Yu Jiahua Dong Chenxing Li Dan Su Chenhui Chu Dong Yu OffRL LRM 37 173 0 24 Jan 2024
MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer Changyao Tian Xizhou Zhu Yuwen Xiong Weiyun Wang Zhe Chen ... Tong Lu Jie Zhou Hongsheng Li Yu Qiao Jifeng Dai AuLLM 80 40 0 18 Jan 2024