DocVQA: A Dataset for VQA on Document Images

1 July 2020

Papers citing "DocVQA: A Dataset for VQA on Document Images"

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Title
Magma: A Foundation Model for Multimodal AI Agents Jianwei Yang Reuben Tan Qianhui Wu Ruijie Zheng Baolin Peng ... Seonghyeon Ye Joel Jang Yuquan Deng Lars Liden Jianfeng Gao VLM AI4TS 124 9 0 18 Feb 2025
REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark Navve Wasserman Roi Pony O. Naparstek Adi Raz Goldfarb Eli Schwartz Udi Barzelay Leonid Karlinsky 3DV VLM 95 1 0 17 Feb 2025
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval Ze Liu Junjie Zhou Yueze Wang Zheng Liu Defu Lian OffRL 202 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 121 0 0 14 Feb 2025
Enhancing Document Key Information Localization Through Data Augmentation Yue Dai 88 0 0 10 Feb 2025
PixelWorld: Towards Perceiving Everything as Pixels Zhiheng Lyu Xueguang Ma Wenhu Chen 154 0 0 31 Jan 2025
DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students' Hand-Drawn Math Images Sami Baral L. Lucy Ryan Knight Alice Ng Luca Soldaini Neil T. Heffernan Kyle Lo 54 3 0 28 Jan 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 62 3 0 13 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 66 3 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 61 21 0 03 Jan 2025
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li Hao Fei 118 9 0 22 Dec 2024
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 115 2 0 20 Dec 2024
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference Siyuan Wang Dianyi Wang Chengxing Zhou Zejun Li Zhihao Fan Xuanjing Huang Zhongyu Wei VLM 291 0 0 17 Dec 2024
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 110 3 0 14 Dec 2024
jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images Andreas Koukounas Georgios Mastrapas Bo Wang Mohammad Kalim Akram Sedigheh Eslami Michael Gunther Isabelle Mohr Saba Sturua Scott Martens Nan Wang VLM 128 8 0 11 Dec 2024
Chimera: Improving Generalist Model with Domain-Specific Experts Tianshuo Peng Mingxing Li Hongbin Zhou Renqiu Xia Renrui Zhang ... Aojun Zhou Botian Shi Tao Chen Bo Zhang Xiangyu Yue 98 5 0 08 Dec 2024
VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning Xueqing Wu Yuheng Ding Bingxuan Li Pan Lu Da Yin Kai-Wei Chang Nanyun Peng LRM 108 3 0 03 Dec 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 76 50 1 15 Nov 2024
M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding Jaemin Cho Debanjan Mahata Ozan Irsoy Yujie He Joey Tianyi Zhou VLM 37 11 0 07 Nov 2024
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction Long Xing Qidong Huang Xiaoyi Dong Jiajie Lu Pan Zhang ... Yuhang Cao Zeang Sheng Jiaqi Wang Feng Wu Dahua Lin VLM 53 29 0 22 Oct 2024
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications Eduardo R. Corral-Soto Yang Liu Tongtong Cao Y. Ren Liu Bingbing 62 0 0 14 Oct 2024
MM-Ego: Towards Building Egocentric Multimodal LLMs for Video QA Hanrong Ye Haotian Zhang Erik Daxberger Lin Chen Zongyu Lin ... Haoxuan You Dan Xu Zhe Gan Jiasen Lu Yinfei Yang EgoV MLLM 88 12 0 09 Oct 2024
FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question Answering Siqiao Xue Tingting Chen Fan Zhou Qingyang Dai Zhixuan Chu Hongyuan Mei 46 4 0 06 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 89 26 0 04 Oct 2024
Structural-Entropy-Based Sample Selection for Efficient and Effective Learning Tianchi Xie Jiangning Zhu Guozu Ma Minzhi Lin Wei Chen Weikai Yang Shixia Liu 35 0 0 03 Oct 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 82 23 0 26 Sep 2024
A-VL: Adaptive Attention for Large Vision-Language Models Junyang Zhang Mu Yuan Ruiguang Zhong Puhan Luo Huiyou Zhan Ningkang Zhang Chengchen Hu Xiangyang Li VLM 45 1 0 23 Sep 2024
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution Zuyan Liu Yuhao Dong Ziwei Liu Winston Hu Jiwen Lu Yongming Rao ObjD 88 55 0 19 Sep 2024
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders Min Shi Fuxiao Liu Shihao Wang Shijia Liao Subhashree Radhakrishnan ... Andrew Tao Andrew Tao Zhiding Yu Guilin Liu Guilin Liu MLLM 43 55 0 28 Aug 2024
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? Yi-Fan Zhang Huanyu Zhang Haochen Tian Chaoyou Fu Shuangqing Zhang ... Qingsong Wen Zhang Zhang Liwen Wang Rong Jin Tieniu Tan OffRL 69 36 0 23 Aug 2024
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities Bin Wang Chunyu Xie Dawei Leng Yuhui Yin MLLM 56 1 0 23 Aug 2024
EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model Feipeng Ma Yizhou Zhou Hebei Li Zilong He Siying Wu Fengyun Rao Siying Wu Fengyun Rao Yueyi Zhang Xiaoyan Sun 41 4 0 21 Aug 2024
VisFocus: Prompt-Guided Vision Encoders for OCR-Free Dense Document Understanding Ofir Abramovich Niv Nayman Sharon Fogel I. Lavi Ron Litman Shahar Tsiper Royee Tichauer Srikar Appalaraju Shai Mazor R. Manmatha VLM 45 3 0 17 Jul 2024
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data Yufan Shen Chuwei Luo Zhaoqing Zhu Yang Chen Qi Zheng Zhi Yu Jiajun Bu Cong Yao 53 2 0 17 Jul 2024
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models Kaichen Zhang Bo Li Peiyuan Zhang Fanyi Pu Joshua Adrian Cahyono ... Shuai Liu Yuanhan Zhang Jingkang Yang Chunyuan Li Ziwei Liu 99 76 0 17 Jul 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 46 119 0 16 Jul 2024
GeNet: A Multimodal LLM-Based Co-Pilot for Network Topology and Configuration Beni Ifland Elad Duani Rubin Krief Miro Ohana Aviram Zilberman ... Ortal Lavi Hikichi Kenji A. Shabtai Yuval Elovici Rami Puzis 43 3 0 11 Jul 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations Md Tahmid Rahman Laskar Sawsan Alqahtani M Saiful Bari Mizanur Rahman Mohammad Abdullah Matin Khan ... Chee Wei Tan Md. Rizwan Parvez Enamul Hoque Chenyu You Jimmy Huang ELM ALM 38 28 0 04 Jul 2024
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document Understanding Jinghui Lu Haiyang Yu Yunhong Wang Yongjie Ye Jingqun Tang ... Qi Liu Hao Feng Han Wang Hao Liu Can Huang 61 21 0 02 Jul 2024
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model Longrong Yang Dong Shen Chaoxiang Cai Fan Yang Size Li Tingting Gao Xi Li MoE 62 2 0 28 Jun 2024
ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud C´eline Hudelot Pierre Colombo VLM 73 22 0 27 Jun 2024
MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning Xiangyu Zhao Xiangtai Li Haodong Duan Haian Huang Yining Li Kai Chen Hua Yang VLM MLLM 53 10 0 25 Jun 2024
On Efficient Language and Vision Assistants for Visually-Situated Natural Language Understanding: What Matters in Reading and Reasoning Geewook Kim Minjoon Seo VLM 49 2 0 17 Jun 2024
Multimodal Structured Generation: CVPR's 2nd MMFM Challenge Technical Report Franz Louis Cesista VGen 57 6 0 17 Jun 2024
First Multi-Dimensional Evaluation of Flowchart Comprehension for Multimodal Large Language Models Enming Zhang Ruobing Yao Huanyong Liu Junhui Yu Jiale Wang ELM LRM 59 0 0 14 Jun 2024
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications Jordy Van Landeghem Subhajit Maity Ayan Banerjee Matthew Blaschko Marie-Francine Moens Josep Lladós Sanket Biswas 55 2 0 12 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 55 15 0 11 Jun 2024
Solution for SMART-101 Challenge of CVPR Multi-modal Algorithmic Reasoning Task 2024 Jinwoo Ahn Junhyeok Park Min-Jun Kim Kang-Hyeon Kim So-Yeong Sohn Yun-Ji Lee Du-Seong Chang Yu-Jung Heo Eun-Sol Kim LRM 34 0 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 37 9 0 06 Jun 2024
Reconstructing training data from document understanding models Jérémie Dentan Arnaud Paran A. Shabou AAML SyDa 54 1 0 05 Jun 2024