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DocFormer: End-to-End Transformer for Document Understanding

22 June 2021

Bhargava Urala Kota

Papers citing "DocFormer: End-to-End Transformer for Document Understanding"

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Title
ICDAR 2023 Competition on Structured Text Extraction from Visually-Rich Document Images Wenwen Yu Chengquan Zhang H. Cao Wei Hua Bohan Li ... Hao Fei Dimosthenis Karatzas Xingchao Sun Jingdong Wang Xiang Bai 77 13 0 05 Jun 2023
DocFormerv2: Local Features for Document Understanding Srikar Appalaraju Peng Tang Qi Dong Nishant Sankaran Yichu Zhou R. Manmatha 105 41 0 02 Jun 2023
End-to-End Document Classification and Key Information Extraction using Assignment Optimization Ciaran Cooney Joana Cavadas Liam Madigan Bradley Savage Rachel Heyburn Mairead O'Cuinn 51 0 0 01 Jun 2023
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question Answering Wenjin Wang Yunhao Li Yixin Ou Yin Zhang VLM 131 26 0 01 Jun 2023
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding Yi Tu Ya Guo Huan Chen Jinyang Tang 60 15 0 30 May 2023
Benchmarking Diverse-Modal Entity Linking with Generative Models Sijia Wang Alexander Hanbo Li He Zhu Shenmin Zhang Chung-Wei Hang ... William Wang Zhiguo Wang Vittorio Castelli Bing Xiang Patrick Ng VLM 102 9 0 27 May 2023
Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models Geewook Kim Hodong Lee D. Kim Haeji Jung S. Park Yoon Kim Sangdoo Yun Taeho Kil Bado Lee Seunghyun Park VLM 105 4 0 24 May 2023
Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image Manipulation Prashant Krishnan Zilong Wang Yangkun Wang Jingbo Shang 64 3 0 24 May 2023
DUBLIN -- Document Understanding By Language-Image Network Kriti Aggarwal Aditi Khandelwal Kumar Tanmay Owais Mohammed Khan Qiang Liu Monojit Choudhury Hardik Hansrajbhai Chauhan Subhojit Som Vishrav Chaudhary Saurabh Tiwary ObjD VLM 115 0 0 23 May 2023
Global Structure Knowledge-Guided Relation Extraction Method for Visually-Rich Document Xiangnan Chen Qianwen Xiao Juncheng Li Duo Dong Jun Lin Xiaozhong Liu Siliang Tang 86 5 0 23 May 2023
Multimodal Web Navigation with Instruction-Finetuned Foundation Models Hiroki Furuta Kuang-Huei Lee Ofir Nachum Yutaka Matsuo Aleksandra Faust S. Gu Izzeddin Gur LM&Ro 177 103 0 19 May 2023
Fast-StrucTexT: An Efficient Hourglass Transformer with Modality-guided Dynamic Token Merge for Document Understanding Mingliang Zhai Yulin Li Xiameng Qin Chen Yi Qunyi Xie Chengquan Zhang Kun Yao Yuwei Wu Yunde Jia 37 8 0 19 May 2023
Sequence-to-Sequence Pre-training with Unified Modality Masking for Visual Document Understanding ShuWei Feng Tianyang Zhan Zhanming Jie Trung Quoc Luong Xiaoran Jin 41 1 0 16 May 2023
Document Understanding Dataset and Evaluation (DUDE) Jordy Van Landeghem Rubèn Pérez Tito Łukasz Borchmann Michal Pietruszka Pawel Józiak ... Bertrand Ackaert Ernest Valveny Matthew Blaschko Sien Moens Tomasz Stanislawek VGen 95 66 0 15 May 2023
SwinDocSegmenter: An End-to-End Unified Domain Adaptive Transformer for Document Instance Segmentation Ayan Banerjee Sanket Biswas Josep Lladós Umapada Pal ViT 90 16 0 08 May 2023
Text Reading Order in Uncontrolled Conditions by Sparse Graph Segmentation Renshen Wang Yasuhisa Fujii Alessandro Bissacco GNN 52 6 0 04 May 2023
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction Nils Loose Chun-Liang Li Hao Zhang Timothy Dozat Felix Mächtle ... Shangbang Long Siyang Qin Yasuhisa Fujii Nan Hua T. Eisenbarth SSL 94 20 0 04 May 2023
Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical Graphs Fengbin Zhu Chao Wang Fuli Feng Zifeng Ren Moxin Li Tat-Seng Chua 78 4 0 03 May 2023
SelfDocSeg: A Self-Supervised vision-based Approach towards Document Segmentation Subhajit Maity Sanket Biswas Siladittya Manna Ayan Banerjee Josep Lladós Saumik Bhattacharya Umapada Pal 85 5 0 01 May 2023
Information Redundancy and Biases in Public Document Information Extraction Benchmarks S. Laatiri Pirashanth Ratnamogan Joel Tang Laurent Lam William Vanhuffel Fabien Caspani 35 1 0 28 Apr 2023
Evaluating Adversarial Robustness on Document Image Classification Timothée Fronteau Arnaud Paran A. Shabou AAML 85 3 0 24 Apr 2023
GeoLayoutLM: Geometric Pre-training for Visual Information Extraction Chuwei Luo Changxu Cheng Qi Zheng Cong Yao 78 49 0 21 Apr 2023
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language Shentong Mo Jingfei Xia Ihor Markevych CLIP VLM 55 1 0 10 Apr 2023
Context-Aware Classification of Legal Document Pages Pavlos Fragkogiannis Martina Forster Grace E. Lee Dell Zhang 67 5 0 05 Apr 2023
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules Zhi-Qi Cheng Qianwen Dai Siyao Li Jingdong Sun Teruko Mitamura Alexander G. Hauptmann 76 22 0 05 Apr 2023
Modeling Entities as Semantic Points for Visual Information Extraction in the Wild Zhibo Yang Rujiao Long Pengfei Wang Sibo Song Humen Zhong Wenqing Cheng X. Bai Cong Yao 70 22 0 23 Mar 2023
ST-KeyS: Self-Supervised Transformer for Keyword Spotting in Historical Handwritten Documents Sana Khamekhem Jemni Sourour Ammar Mohamed Ali Souibgui Yousri Kessentini A. Cheddad 86 3 0 06 Mar 2023
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training Yu Yu Yulin Li Chengquan Zhang Xiaoqiang Zhang Zengyuan Guo Xiameng Qin Kun Yao Junyu Han Errui Ding Jingdong Wang 73 45 0 01 Mar 2023
DocILE Benchmark for Document Information Localization and Extraction vStvepán vSimsa Milan vSulc Michal Uvrivcávr Yash J. Patel Ahmed Hamdi ... Matyávs Skalický Jivrí Matas Antoine Doucet Mickael Coustaty Dimosthenis Karatzas 67 36 0 11 Feb 2023
LoRaLay: A Multilingual and Multimodal Dataset for Long Range and Layout-Aware Summarization Laura Nguyen Thomas Scialom Benjamin Piwowarski Jacopo Staiano 63 10 0 26 Jan 2023
CLIPTER: Looking at the Bigger Picture in Scene Text Recognition Aviad Aberdam David Bensaid Alona Golts Roy Ganz Oren Nuriel Royee Tichauer Shai Mazor Ron Litman VLM CLIP 90 13 0 18 Jan 2023
Towards Models that Can See and Read Roy Ganz Oren Nuriel Aviad Aberdam Yair Kittenplon Shai Mazor Ron Litman 71 13 0 18 Jan 2023
An Augmentation Strategy for Visually Rich Documents Jing Xie James Bradley Wendt Yichao Zhou Seth Ebner Sandeep Tata 66 0 0 20 Dec 2022
Wukong-Reader: Multi-modal Pre-training for Fine-grained Visual Document Understanding Haoli Bai Zhiguang Liu Xiaojun Meng Wentao Li Shuangning Liu ... Liangwei Wang Lu Hou Jiansheng Wei Xin Jiang Qun Liu ViT 77 13 0 19 Dec 2022
CLIPPO: Image-and-Language Understanding from Pixels Only Michael Tschannen Basil Mustafa N. Houlsby CLIP VLM 102 49 0 15 Dec 2022
Unifying Vision, Text, and Layout for Universal Document Processing Zineng Tang Ziyi Yang Guoxin Wang Yuwei Fang Yang Liu Chenguang Zhu Michael Zeng Chao-Yue Zhang Joey Tianyi Zhou VLM 131 115 0 05 Dec 2022
MGDoc: Pre-training with Multi-granular Hierarchy for Document Image Understanding Zilong Wang Jiuxiang Gu Chris Tensmeyer Nikolaos Barmpalios A. Nenkova Tong Sun Jingbo Shang Vlad I. Morariu VLM 74 12 0 27 Nov 2022
Alignment-Enriched Tuning for Patch-Level Pre-trained Document Image Models Lei Wang Jian He Xingdong Xu Ning Liu Hui-juan Liu 74 2 0 27 Nov 2022
YORO -- Lightweight End to End Visual Grounding Chih-Hui Ho Srikar Appalaraju Bhavan A. Jasani R. Manmatha Nuno Vasconcelos ObjD 60 22 0 15 Nov 2022
VRDU: A Benchmark for Visually-rich Document Understanding Zilong Wang Yichao Zhou Wei Wei Chen-Yu Lee Sandeep Tata 58 17 0 15 Nov 2022
QueryForm: A Simple Zero-shot Form Entity Query Framework Zifeng Wang Zizhao Zhang Jacob Devlin Chen-Yu Lee Guolong Su Hao Zhang Jennifer Dy Vincent Perot Tomas Pfister 59 8 0 14 Nov 2022
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information Yijia Shao Mengyu Zhou Yifan Zhong Tao Wu Hongwei Han Shi Han Gideon Huang Dongmei Zhang 3DV 62 2 0 10 Nov 2022
DoSA : A System to Accelerate Annotations on Business Documents with Human-in-the-Loop Neelesh K Shukla Msp Raja Raghu Katikeri Amit Vaid 34 1 0 09 Nov 2022
Evaluating Out-of-Distribution Performance on Document Image Classifiers Stefan Larson Gordon Lim Yutong Ai David Kuang Kevin Leach OODD OOD 133 18 0 14 Oct 2022
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding Qiming Peng Yinxu Pan Wenjin Wang Bin Luo Zhenyu Zhang ... Shi Feng Yu Sun Hao Tian Hua Wu Haifeng Wang 81 83 0 12 Oct 2022
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 298 280 0 07 Oct 2022
XDoc: Unified Pre-training for Cross-Format Document Understanding Jingye Chen Tengchao Lv Lei Cui Changrong Zhang Furu Wei 93 14 0 06 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 76 13 0 18 Sep 2022
One-Shot Doc Snippet Detection: Powering Search in Document Beyond Text Abhinav Java Shripad Deshmukh Milan Aggarwal Surgan Jandial Mausoom Sarkar Balaji Krishnamurthy 54 3 0 12 Sep 2022
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks Andrea Gemelli Sanket Biswas Enrico Civitelli Josep Lladós S. Marinai 69 17 0 23 Aug 2022