Document AI: Benchmarks, Models and Applications

16 November 2021

Papers citing "Document AI: Benchmarks, Models and Applications"

45 / 45 papers shown

Title
FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models Karan Dua Hitesh Laxmichand Patel Puneet Mittal Ranjeet Gupta Amit Agarwal Praneet Pabolu Srikant Panda Hansa Meghwani Graham Horwood Fahad Shah SyDa 112 1 0 02 Oct 2025
OTCR: Optimal Transmission, Compression and Representation for Multimodal Information Extraction Y. Li Yajiao Wang Wenhao Hu Z. Zhang Mengting Zhang 68 0 0 17 Sep 2025
LED Benchmark: Diagnosing Structural Layout Errors for Document Layout Analysis Inbum Heo Taewook Hwang Jeesu Jung S. Jung 3DV 114 0 0 31 Jul 2025
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval Mingjun Xu Jinhan Dong Jue Hou Zehui Wang Cunchun Li Zhifeng Gao Renxin Zhong Hengxing Cai AI4TS LRM 260 6 0 14 Jun 2025
Doc-CoB: Enhancing Multi-Modal Document Understanding with Visual Chain-of-Boxes Reasoning Ye Mo Zirui Shao Kai Ye Xianwei Mao Bo Zhang ... Gang Huang Kehan Chen Zhou Huan Zixu Yan Sheng Zhou LRM 261 3 0 24 May 2025
Visual Text Processing: A Comprehensive Review and Unified Evaluation Yan Shu Weichao Zeng Fangmin Zhao Zeyu Chen Zhiyu Li ... Paolo Rota Xiang Bai Lianwen Jin Xu-Cheng Yin Andrii Zadaianchuk CoGe 420 6 0 30 Apr 2025
A Simple yet Effective Layout Token in Large Language Models for Document UnderstandingComputer Vision and Pattern Recognition (CVPR), 2025 Zhaoqing Zhu Chuwei Luo Zirui Shao Feiyu Gao Hangdi Xing Qi Zheng Ji Zhang 304 7 0 24 Mar 2025
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs Gaye Colakoglu Gürkan Solmaz Jonathan Fürst 289 4 0 25 Feb 2025
See then Tell: Enhancing Key Information Extraction with Vision Grounding Shuhang Liu Zhenrong Zhang Pengfei Hu Jiefeng Ma Jun Du Qing Wang Jianshu Zhang Chenyu Liu 239 1 0 29 Sep 2024
DocMamba: Efficient Document Pre-training with State Space ModelAAAI Conference on Artificial Intelligence (AAAI), 2024 Pengfei Hu Zhenrong Zhang Jiefeng Ma Shuhang Liu Jun Du Jianshu Zhang Mamba 262 1 0 18 Sep 2024
Deep Learning based Visually Rich Document Content Understanding: A Survey Muhammad Ali Jean Lee Salman Khan Eduard Hovy 450 15 0 02 Aug 2024
OfficeBench: Benchmarking Language Agents across Multiple Applications for Office Automation Zilong Wang Yuedong Cui Li Zhong Zimin Zhang Da Yin Bill Yuchen Lin Jingbo Shang 258 20 0 26 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 395 5 0 17 Jul 2024
DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming Jiaxin Zhang Wentao Yang Songxuan Lai Zecheng Xie Lianwen Jin 359 28 0 27 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 346 3 0 12 Jun 2024
XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser Xianfu Cheng Hang Zhang Zhiqiang Wang Xiang Li Weixiao Zhou ... Fei Liu Wei Zhang Tao Sun Tongliang Li Zhoujun Li 228 4 0 27 May 2024
A Hybrid Approach for Document Layout Analysis in Document images Tahira Shehzadi Didier Stricker Muhammad Zeshan Afzal 202 11 0 27 Apr 2024
HRVDA: High-Resolution Visual Document AssistantComputer Vision and Pattern Recognition (CVPR), 2024 Chaohu Liu Kun Yin Haoyu Cao Xinghua Jiang Xin Li Yinsong Liu Deqiang Jiang Xing Sun Linli Xu VLM 267 31 0 10 Apr 2024
LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding Chuwei Luo Yufan Shen Zhaoqing Zhu Qi Zheng Zhi Yu Cong Yao 361 93 0 08 Apr 2024
Can AI Models Appreciate Document Aesthetics? An Exploration of Legibility and Layout Quality in Relation to Prediction Confidence Hsiu-Wei Yang Abhinav Agrawal Pavlos Fragkogiannis Shubham Nitin Mulay 242 2 0 27 Mar 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 295 22 0 13 Feb 2024
DocLLM: A layout-aware generative language model for multimodal document understandingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Dongsheng Wang Natraj Raman Mathieu Sibue Zhiqiang Ma Petr Babkin Simerjot Kaur Yulong Pei Armineh Nourbakhsh Xiaomo Liu VLM 248 101 0 31 Dec 2023
A Multi-Modal Multilingual Benchmark for Document Image ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yoshinari Fujinuma Siddharth Varia Nishant Sankaran Srikar Appalaraju Bonan Min Yogarshi Vyas VLM 215 5 0 25 Oct 2023
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and Beyond Cong Yao 196 10 0 19 Oct 2023
GridFormer: Towards Accurate Table Structure Recognition via Grid PredictionACM Multimedia (ACM MM), 2023 Pengyuan Lyu Weihong Ma Hongyi Wang Yu Yu Chengquan Zhang Kun Yao Yang Xue Jingdong Wang LMTD 282 18 0 26 Sep 2023
Comprehensive Overview of Named Entity Recognition: Models, Domain-Specific Applications and Challenges Kalyani Pakhale 247 34 0 25 Sep 2023
Kosmos-2.5: A Multimodal Literate Model Tengchao Lv Yupan Huang Jingye Chen Lei Cui Shuming Ma ... Weiyao Luo Shaoxiang Wu Guoxin Wang Cha Zhang Furu Wei VLM MLLM 256 87 0 20 Sep 2023
Attention Where It Matters: Rethinking Visual Document Understanding with Selective Region ConcentrationIEEE International Conference on Computer Vision (ICCV), 2023 H. Cao Changcun Bao Chaohu Liu Huang-wei Chen Kun Yin Hao Liu Yinsong Liu Deqiang Jiang Xing Sun 194 16 0 03 Sep 2023
Document AI: A Comparative Study of Transformer-Based, Graph-Based Models, and Convolutional Neural Networks For Document Layout Analysis Sotirios Kastanas Shaomu Tan Yijiang He 129 1 0 29 Aug 2023
Vision Grid Transformer for Document Layout AnalysisIEEE International Conference on Computer Vision (ICCV), 2023 Cheng Da Chuwei Luo Qi Zheng Cong Yao ViT 214 50 0 29 Aug 2023
A Graphical Approach to Document Layout AnalysisIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023 Jilin Wang Michael Krumdick Baojia Tong Hamima Halim M. Sokolov Vadym Barda Delphine Vendryes Christy Tanner 156 14 0 03 Aug 2023
DocTr: Document Transformer for Structured Information Extraction in DocumentsIEEE International Conference on Computer Vision (ICCV), 2023 Haofu Liao Aruni RoyChowdhury Weijian Li Ankan Bansal Yuting Zhang Zhuowen Tu R. Satzoda R. Manmatha Vijay Mahadevan 196 22 0 16 Jul 2023
Global Structure Knowledge-Guided Relation Extraction Method for Visually-Rich DocumentConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xiangnan Chen Qianwen Xiao Juncheng Li Duo Dong Jun Lin Xiaozhong Liu Siliang Tang 206 6 0 23 May 2023
Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical GraphsInternational Conference on Language Resources and Evaluation (LREC), 2023 Fengbin Zhu Chao Wang Fuli Feng Zifeng Ren Moxin Li Tat-Seng Chua 200 6 0 03 May 2023
Structure Diagram Recognition in Financial AnnouncementsIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023 Meixuan Qiao Jun Wang Junfu Xiang Qiyu Hou Ruixuan Li 163 2 0 26 Apr 2023
GeoLayoutLM: Geometric Pre-training for Visual Information ExtractionComputer Vision and Pattern Recognition (CVPR), 2023 Chuwei Luo Changxu Cheng Qi Zheng Cong Yao 244 61 0 21 Apr 2023
HRDoc: Dataset and Baseline Method Toward Hierarchical Reconstruction of Document StructuresAAAI Conference on Artificial Intelligence (AAAI), 2023 Jiefeng Ma Jun Du Pengfei Hu Zhenrong Zhang Jianshu Zhang Huihui Zhu Cong Liu 192 18 0 24 Mar 2023
Wukong-Reader: Multi-modal Pre-training for Fine-grained Visual Document UnderstandingAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Haoli Bai Zhiguang Liu Xiaojun Meng Wentao Li Shuangning Liu ... Liangwei Wang Lu Hou Jiansheng Wei Xin Jiang Qun Liu ViT 218 16 0 19 Dec 2022
XDoc: Unified Pre-training for Cross-Format Document UnderstandingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jingye Chen Tengchao Lv Lei Cui Changrong Zhang Furu Wei 261 16 0 06 Oct 2022
Detect, Retrieve, Comprehend: A Flexible Framework for Zero-Shot Document-Level Question Answering T. McDonald Brian Tsan Amar Saini Juanita Ordoñez Luis Gutierrez Phan-Anh-Huy Nguyen Blake Mason Brenda Ng RALM 276 3 0 04 Oct 2022
ERNIE-mmLayout: Multi-grained MultiModal Transformer for Document Understanding Wenjin Wang Zhengjie Huang Bin Luo Qianglong Chen Qiming Peng ... Weichong Yin Shi Feng Yu Sun Dianhai Yu Yin Zhang ViT 148 14 0 18 Sep 2022
Towards Complex Document Understanding By Discrete ReasoningACM Multimedia (ACM MM), 2022 Fengbin Zhu Wenqiang Lei Fuli Feng Chao Wang Haozhou Zhang Tat-Seng Chua 287 82 0 25 Jul 2022
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingACM Multimedia (ACM MM), 2022 Yupan Huang Tengchao Lv Lei Cui Yutong Lu Furu Wei 635 621 0 18 Apr 2022
Do BERTs Learn to Use Browser User Interface? Exploring Multi-Step Tasks with Unified Vision-and-Language BERTs Taichi Iki Akiko Aizawa LLMAG 183 6 0 15 Mar 2022
DiT: Self-supervised Pre-training for Document Image TransformerACM Multimedia (ACM MM), 2022 Junlong Li Yiheng Xu Tengchao Lv Lei Cui Chaoxi Zhang Furu Wei ViT VLM 357 206 0 04 Mar 2022