Title
On Efficient Language and Vision Assistants for Visually-Situated Natural Language Understanding: What Matters in Reading and Reasoning Geewook Kim Minjoon Seo VLM 36 2 0 17 Jun 2024
From Pixels to Prose: A Large Dataset of Dense Image Captions Vasu Singla Kaiyu Yue Sukriti Paul Reza Shirkavand Mayuka Jayawardhana Alireza Ganjdanesh Heng Huang A. Bhatele Gowthami Somepalli Tom Goldstein 3DV VLM 28 22 0 14 Jun 2024
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Muhammad Maaz H. Rasheed Salman Khan Fahad A Khan VLM MLLM 32 49 0 13 Jun 2024
What If We Recaption Billions of Web Images with LLaMA-3? Xianhang Li Haoqin Tu Mude Hui Zeyu Wang Bingchen Zhao ... Jieru Mei Qing Liu Huangjie Zheng Yuyin Zhou Cihang Xie VLM MLLM 41 35 0 12 Jun 2024
RoboMamba: Multimodal State Space Model for Efficient Robot Reasoning and Manipulation Jiaming Liu Mengzhen Liu Zhenyu Wang Lily Lee Kaichen Zhou Pengju An Senqiao Yang Renrui Zhang Yandong Guo Shanghang Zhang LM&Ro LRM Mamba 32 5 0 06 Jun 2024
Wings: Learning Multimodal LLMs without Text-only Forgetting Yi-Kai Zhang Shiyin Lu Yang Li Yanqing Ma Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye VLM 35 6 0 05 Jun 2024
Ovis: Structural Embedding Alignment for Multimodal Large Language Model Shiyin Lu Yang Li Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Han-Jia Ye VLM MLLM 53 35 0 31 May 2024
The Evolution of Multimodal Model Architectures S. Wadekar Abhishek Chaurasia Aman Chadha Eugenio Culurciello 43 14 0 28 May 2024
Dense Connector for MLLMs Huanjin Yao Wenhao Wu Taojiannan Yang Yuxin Song Mengxi Zhang Haocheng Feng Yifan Sun Zhiheng Li Wanli Ouyang Jingdong Wang MLLM VLM 42 16 0 22 May 2024
Efficient Multimodal Large Language Models: A Survey Yizhang Jin Jian Li Yexin Liu Tianjun Gu Kai Wu ... Xin Tan Zhenye Gan Yabiao Wang Chengjie Wang Lizhuang Ma LRM 47 45 0 17 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 156 0 03 May 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 60 107 0 22 Apr 2024
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models Yuzhang Shang Mu Cai Bingxin Xu Yong Jae Lee Yan Yan VLM 29 104 0 22 Mar 2024
Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference Han Zhao Min Zhang Wei Zhao Pengxiang Ding Siteng Huang Donglin Wang Mamba 44 65 0 21 Mar 2024
Mipha: A Comprehensive Overhaul of Multimodal Assistant with Small Language Models Minjie Zhu Yichen Zhu Xin Liu Ning Liu Zhiyuan Xu Chaomin Shen Yaxin Peng Zhicai Ou Feifei Feng Jian Tang VLM 57 20 0 10 Mar 2024
VisionLLaMA: A Unified LLaMA Backbone for Vision Tasks Xiangxiang Chu Jianlin Su Bo-Wen Zhang Chunhua Shen MLLM 44 10 0 01 Mar 2024
LLM Inference Unveiled: Survey and Roofline Model Insights Zhihang Yuan Yuzhang Shang Yang Zhou Zhen Dong Zhe Zhou ... Yong Jae Lee Yan Yan Beidi Chen Guangyu Sun Kurt Keutzer 42 79 0 26 Feb 2024
The Revolution of Multimodal Large Language Models: A Survey Davide Caffagni Federico Cocchi Luca Barsellotti Nicholas Moratelli Sara Sarto Lorenzo Baraldi Lorenzo Baraldi Marcella Cornia Rita Cucchiara LRM VLM 56 41 0 19 Feb 2024
Efficient Multimodal Learning from Data-centric Perspective Muyang He Yexin Liu Boya Wu Jianhao Yuan Yueze Wang Tiejun Huang Bo-Lu Zhao MLLM 35 83 0 18 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 87 244 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 52 179 0 24 Jan 2024
LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model Yichen Zhu Minjie Zhu Ning Liu Zhicai Ou Xiaofeng Mou Jian Tang 71 91 0 04 Jan 2024
Vary: Scaling up the Vision Vocabulary for Large Vision-Language Models Haoran Wei Lingyu Kong Jinyue Chen Liang Zhao Zheng Ge Jinrong Yang Jian‐Yuan Sun Chunrui Han Xiangyu Zhang MLLM VLM 66 74 0 11 Dec 2023
A Speed Odyssey for Deployable Quantization of LLMs Qingyuan Li Ran Meng Yiduo Li Bo-Wen Zhang Liang Li Yifan Lu Xiangxiang Chu Yerui Sun Yuchen Xie MQ 56 7 0 16 Nov 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 441 0 14 Oct 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 2023
A Survey on Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Ke Li Xing Sun Tong Xu Enhong Chen MLLM LRM 54 555 0 23 Jun 2023
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing Zilun Zhang Tiancheng Zhao Yulong Guo Jianwei Yin DiffM VLM 32 52 0 20 Jun 2023
LMEye: An Interactive Perception Network for Large Language Models Yunxin Li Baotian Hu Xinyu Chen Lin Ma Yong-mei Xu M. Zhang MLLM VLM 25 24 0 05 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 208 900 0 27 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 270 4,244 0 30 Jan 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 211 1,106 0 20 Sep 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 313 11,953 0 04 Mar 2022
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 256 525 0 04 Feb 2021