Title
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Y. Liu Qi Wang Fuzheng Zhang VLM 46 1 0 10 Apr 2025
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Y. Liu Qi Wang Fuzheng Zhang MLLM VLM 53 0 0 10 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 48 0 0 31 Mar 2025
Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions Dong Jing Nanyi Fei Zhiwu Lu 34 0 0 24 Mar 2025
From Captions to Rewards (CAREVL): Leveraging Large Language Model Experts for Enhanced Reward Modeling in Large Vision-Language Models Muzhi Dai Jiashuo Sun Zhiyuan Zhao Shixuan Liu Rui Li Junyu Gao Xuelong Li VLM 48 0 0 08 Mar 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 65 3 0 26 Feb 2025
NAVIG: Natural Language-guided Analysis with Vision Language Models for Image Geo-localization Zheyuan Zhang Runze Li Tasnim Kabir Jordan Boyd-Graber 46 0 0 21 Feb 2025
Do we Really Need Visual Instructions? Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models Zikang Liu K. Zhou Wayne Xin Zhao Dawei Gao Yaliang Li Ji-Rong Wen MLLM VLM LRM 72 0 0 17 Feb 2025
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Z. Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 33 13 0 16 Oct 2024
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang L. Chen Yazheng Yang Benyou Wang Lingpeng Kong Q. Liu VLM ALM 26 5 0 12 Oct 2024
LLaVA-Critic: Learning to Evaluate Multimodal Models Tianyi Xiong X. Wang Dong Guo Qinghao Ye Haoqi Fan Quanquan Gu Heng Huang Chunyuan Li MLLM VLM LRM 53 36 0 03 Oct 2024
Advancing Multimodal Large Language Models in Chart Question Answering with Visualization-Referenced Instruction Tuning Xingchen Zeng Haichuan Lin Yilin Ye Wei Zeng 37 13 0 29 Jul 2024
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 40 5 0 11 Jul 2024
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model Wenqi Zhang Zhenglin Cheng Yuanyu He Mengna Wang Yongliang Shen ... Guiyang Hou Mingqian He Yanna Ma Weiming Lu Yueting Zhuang SyDa 43 9 0 09 Jul 2024
C3L: Content Correlated Vision-Language Instruction Tuning Data Generation via Contrastive Learning Ji Ma Wei Suo Peng Wang Yanning Zhang VLM 28 0 0 21 May 2024
Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning Yiming Huang Xiao Liu Yeyun Gong Zhibin Gou Yelong Shen Nan Duan Weizhu Chen AIMat LRM 42 35 0 04 Mar 2024
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
Vision-Language Instruction Tuning: A Review and Analysis Chen Li Yixiao Ge Dian Li Ying Shan VLM 20 11 0 14 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 152 280 0 14 Oct 2023
Investigating the Catastrophic Forgetting in Multimodal Large Language Models Yuexiang Zhai Shengbang Tong Xiao Li Mu Cai Qing Qu Yong Jae Lee Y. Ma VLM MLLM CLL 66 75 0 19 Sep 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 105 221 0 18 Sep 2023
A Survey on Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Ke Li Xing Sun Tong Bill Xu Enhong Chen MLLM LRM 14 515 0 23 Jun 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 198 883 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 244 4,186 0 30 Jan 2023
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
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 Feb 2021