v1v2 (latest)

Towards VQA Models That Can Read

18 April 2019

Amanpreet Singh

Devi Parikh

Papers citing "Towards VQA Models That Can Read"

50 / 138 papers shown

Title
SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable Rewards Chuming Shen Wei Wei Xiaoye Qu Yu Cheng LRM 170 0 0 25 May 2025
Slot-MLLM: Object-Centric Visual Tokenization for Multimodal LLM Donghwan Chi Hyomin Kim Yoonjin Oh Yongjin Kim Donghoon Lee DaeJin Jo Jongmin Kim Junyeob Baek Sungjin Ahn Sungwoong Kim MLLM VLM 430 0 0 23 May 2025
Instructify: Demystifying Metadata to Visual Instruction Tuning Data Conversion Jacob A. Hansen Wei Lin Junmo Kang M. Jehanzeb Mirza Hongyin Luo Rogerio Feris Alan Ritter James R. Glass Leonid Karlinsky VLM 224 0 0 23 May 2025
Analyzing Fine-Grained Alignment and Enhancing Vision Understanding in Multimodal Language Models Jiachen Jiang Jinxin Zhou Bo Peng Xia Ning Zhihui Zhu 90 0 0 22 May 2025
Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding Runpeng Yu Xinyin Ma Xinchao Wang MLLM 86 2 0 22 May 2025
Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling Junlin Li Guodong DU Jing Li Sim Kuan Goh Wenya Wang ... Fangming Liu Jing Li Saleh Alharbi Daojing He Min Zhang MoMe CLL 120 1 0 21 May 2025
Streamline Without Sacrifice - Squeeze out Computation Redundancy in LMM Penghao Wu Lewei Lu Ziwei Liu 103 0 0 21 May 2025
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images? Maoyuan Ye Jing Zhang Juhua Liu Bo Du Dacheng Tao LRM 153 0 0 18 May 2025
Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning Bonan li Zicheng Zhang Songhua Liu Weihao Yu Xinchao Wang VLM 125 0 0 17 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Wei Wei Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 268 0 0 05 May 2025
GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling Siqi Li Yufan Shen Xiangnan Chen Jiayi Chen Hengwei Ju ... Botian Shi Y. Liu Xinyu Cai Yu Qiao Yu Qiao VLM ELM 162 1 0 30 Apr 2025
VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning Run Luo Renke Shan Longze Chen Ziqiang Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 247 1 0 28 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Zehao Wang Senthil Purushwalkam Caiming Xiong Siyang Song Chenhui Xu Ran Xu 143 2 0 23 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 296 7 0 17 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 158 89 1 14 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 162 0 0 14 Apr 2025
UniViTAR: Unified Vision Transformer with Native Resolution Limeng Qiao Yiyang Gan Bairui Wang Jie Qin Shuang Xu Siqi Yang Lin Ma 141 0 0 02 Apr 2025
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token Compression Dongchen Lu Yuyao Sun Zilu Zhang Leping Huang Jianliang Zeng Mao Shu Huo Cao 130 2 0 27 Mar 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 182 1 0 26 Mar 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 215 1 0 26 Mar 2025
CoMP: Continual Multimodal Pre-training for Vision Foundation Models Yuxiao Chen L. Meng Wujian Peng Zuxuan Wu Yu-Gang Jiang VLM 181 1 0 24 Mar 2025
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration Mingyang Song Xiaoye Qu Jiawei Zhou Yu Cheng VLM 115 1 0 17 Mar 2025
VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan Zhi Rui Tam Ya-Ting Pai Yen-Wei Lee Yun-Nung Chen CoGe 147 0 0 13 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 106 2 0 13 Mar 2025
Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis Letian Zhang Quan Cui Bingchen Zhao Cheng Yang MLLM SyDa 88 1 0 11 Mar 2025
Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning Bardia Safaei Faizan Siddiqui Jiacong Xu Vishal M. Patel Shao-Yuan Lo VLM 439 1 0 10 Mar 2025
VisRL: Intention-Driven Visual Perception via Reinforced Reasoning Zhangquan Chen Xufang Luo Dongsheng Li OffRL LRM 115 3 0 10 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 135 105 0 09 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models Saeed Ranjbar Alvar Gursimran Singh Mohammad Akbari Yong Zhang VLM 173 2 0 04 Mar 2025
Mixtera: A Data Plane for Foundation Model Training Maximilian Böther Xiaozhe Yao Tolga Kerimoglu Ana Klimovic Viktor Gsteiger Ana Klimovic MoE 171 0 0 27 Feb 2025
Investigating and Enhancing Vision-Audio Capability in Omnimodal Large Language Models Rui Hu Delai Qiu Shuyu Wei J.N. Zhang Yining Wang Shengping Liu Jitao Sang AuLLM VLM 101 0 0 27 Feb 2025
MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs Jiarui Zhang Mahyar Khayatkhoei P. Chhikara Filip Ilievski LRM 91 13 0 24 Feb 2025
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images Yubo Wang Jianting Tang Chaohu Liu Linli Xu AAML 175 1 0 23 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 128 9 0 21 Feb 2025
InterFeedback: Unveiling Interactive Intelligence of Large Multimodal Models via Human Feedback Henry Hengyuan Zhao Wenqi Pei Yifei Tao Haiyang Mei Mike Zheng Shou 114 0 0 20 Feb 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation Yue Yang Ajay Patel Matt Deitke Tanmay Gupta Luca Weihs ... Mark Yatskar Chris Callison-Burch Ranjay Krishna Aniruddha Kembhavi Christopher Clark SyDa 183 3 0 20 Feb 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 118 2 0 19 Feb 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization Shuo Xing Yuping Wang Peiran Li Ruizheng Bai Yansen Wang Chan-wei Hu Chengxuan Qian Huaxiu Yao Zhengzhong Tu 176 8 0 18 Feb 2025
Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis Jiaqi Zhao Ming Wang Miao Zhang Yuzhang Shang Xuebo Liu Yaowei Wang Min Zhang Liqiang Nie MQ 155 2 0 18 Feb 2025
Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities Hanbin Wang Xiaoxuan Zhou Zhipeng Xu Keyuan Cheng Yuxin Zuo Kai Tian Jingwei Song Junting Lu Wenhui Hu Xueyang Liu LRM MLLM 111 1 0 17 Feb 2025
Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem? Zichen Wen Yifeng Gao Weijia Li Conghui He Linfeng Zhang LRM 121 3 0 17 Feb 2025
Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent Junda Wu Yuxin Xiong Xintong Li Yu Xia Ruoyu Wang ... Sungchul Kim Ryan Rossi Lina Yao Jingbo Shang Julian McAuley CLL VLM 107 0 0 17 Feb 2025
Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence Granite Vision Team Leonid Karlinsky Assaf Arbelle Abraham Daniels A. Nassar ... Sriram Raghavan Tanveer Syeda-Mahmood Peter W. J. Staar Tal Drory Rogerio Feris VLM AI4TS 180 2 0 14 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng Jing Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 149 17 0 08 Feb 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 185 25 0 21 Jan 2025
Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding Ziyang Chen Mingxiao Li Zhongfu Chen Nan Du Xiaolong Li Yuexian Zou 117 1 0 19 Jan 2025
ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation Xuanle Zhao Xianzhen Luo Qi Shi Chong Chen Shuo Wang Wanxiang Che Zhiyuan Liu MLLM 99 11 0 11 Jan 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang Dahua Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 214 126 0 10 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 132 4 0 06 Jan 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks Ziyan Jiang Rui Meng Xinyi Yang Semih Yavuz Yingbo Zhou Wenhu Chen MLLM VLM 167 26 0 03 Jan 2025