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DocFormer: End-to-End Transformer for Document Understanding
v1v2 (latest)

DocFormer: End-to-End Transformer for Document Understanding

22 June 2021
Srikar Appalaraju
Bhavan A. Jasani
Bhargava Urala Kota
Yusheng Xie
R. Manmatha
    ViT
ArXiv (abs)PDFHTML

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

50 / 185 papers shown
Title
Robustness Evaluation of OCR-based Visual Document Understanding under Multi-Modal Adversarial Attacks
Robustness Evaluation of OCR-based Visual Document Understanding under Multi-Modal Adversarial Attacks
Dong Nguyen Tien
Dung D. Le
AAML
17
0
0
19 Jun 2025
FormGym: Doing Paperwork with Agents
FormGym: Doing Paperwork with Agents
Matthew Toles
Rattandeep Singh
Isaac Song Zhou Yu
20
0
0
17 Jun 2025
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative Refinement
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative Refinement
Chelsi Jain
Yiran Wu
Yifan Zeng
Jiale Liu
S hengyu Dai
Zhenwen Shao
Qingyun Wu
Huazheng Wang
19
0
0
16 Jun 2025
Multimodal Tabular Reasoning with Privileged Structured Information
Multimodal Tabular Reasoning with Privileged Structured Information
Jun-Peng Jiang
Yu Xia
Hai-Long Sun
Shiyin Lu
Qing-Guo Chen
Weihua Luo
Kaifu Zhang
De-Chuan Zhan
Han-Jia Ye
LMTDLRM
94
0
0
04 Jun 2025
Information Extraction from Visually Rich Documents using LLM-based Organization of Documents into Independent Textual Segments
Information Extraction from Visually Rich Documents using LLM-based Organization of Documents into Independent Textual Segments
Aniket Bhattacharyya
Anurag Tripathi
Ujjal Das
Archan Karmakar
Amit Pathak
Maneesh Gupta
66
0
0
18 May 2025
Lost in OCR Translation? Vision-Based Approaches to Robust Document Retrieval
Lost in OCR Translation? Vision-Based Approaches to Robust Document Retrieval
Alexander Buschmann Most
Joseph Winjum
Ayan Biswas
Shawn Jones
Nishath Rajiv Ranasinghe
Dan O’Malley
Manish Bhattarai
71
0
0
08 May 2025
Representation Learning for Tabular Data: A Comprehensive Survey
Representation Learning for Tabular Data: A Comprehensive Survey
Jun-Peng Jiang
Si-Yang Liu
Hao-Run Cai
Qile Zhou
Han-Jia Ye
LMTD
172
4
0
17 Apr 2025
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding
Aniket Pal
Sanket Biswas
Alloy Das
Ayush Lodh
Priyanka Banerjee
Soumitri Chattopadhyay
Dimosthenis Karatzas
Josep Lladós
C. V. Jawahar
VLM
67
0
0
12 Apr 2025
Preserving Privacy Without Compromising Accuracy: Machine Unlearning for Handwritten Text Recognition
Preserving Privacy Without Compromising Accuracy: Machine Unlearning for Handwritten Text Recognition
Lei Kang
Xuanshuo Fu
Lluís Gómez
Alicia Fornés
Ernest Valveny
Dimosthenis Karatzas
MU
70
0
0
11 Apr 2025
SmolVLM: Redefining small and efficient multimodal models
SmolVLM: Redefining small and efficient multimodal models
Andres Marafioti
Orr Zohar
Miquel Farré
Merve Noyan
Elie Bakouch
...
Hugo Larcher
Mathieu Morlon
Lewis Tunstall
Leandro von Werra
Thomas Wolf
VLM
99
16
0
07 Apr 2025
QID: Efficient Query-Informed ViTs in Data-Scarce Regimes for OCR-free Visual Document Understanding
QID: Efficient Query-Informed ViTs in Data-Scarce Regimes for OCR-free Visual Document Understanding
Binh M. Le
Shaoyuan Xu
Jinmiao Fu
Zhishen Huang
Moyan Li
Yanhui Guo
Hongdong Li
Sameera Ramasinghe
Bryan Wang
71
0
0
03 Apr 2025
BiblioPage: A Dataset of Scanned Title Pages for Bibliographic Metadata Extraction
BiblioPage: A Dataset of Scanned Title Pages for Bibliographic Metadata Extraction
Jan Kohút
Martin Dočekal
Michal Hradiš
Marek Vaško
85
0
0
25 Mar 2025
A Simple yet Effective Layout Token in Large Language Models for Document Understanding
A Simple yet Effective Layout Token in Large Language Models for Document Understanding
Zhaoqing Zhu
Chuwei Luo
Zirui Shao
Feiyu Gao
Hangdi Xing
Qi Zheng
Ji Zhang
98
1
0
24 Mar 2025
TextBite: A Historical Czech Document Dataset for Logical Page Segmentation
TextBite: A Historical Czech Document Dataset for Logical Page Segmentation
Martin Kostelník
Karel Beneš
Michal Hradiš
70
0
0
20 Mar 2025
KIEval: Evaluation Metric for Document Key Information Extraction
KIEval: Evaluation Metric for Document Key Information Extraction
Minsoo Khang
Sang Chul Jung
Sungrae Park
Teakgyu Hong
114
0
0
07 Mar 2025
LiGT: Layout-infused Generative Transformer for Visual Question Answering on Vietnamese Receipts
LiGT: Layout-infused Generative Transformer for Visual Question Answering on Vietnamese Receipts
Thanh-Phong Le
Trung Le Chi Phan
Nghia Hieu Nguyen
Kiet Van Nguyen
ViT
89
1
0
26 Feb 2025
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs
Gaye Colakoglu
Gürkan Solmaz
Jonathan Fürst
85
1
0
25 Feb 2025
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Models
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Models
Wenwen Yu
Zhibo Yang
Jianqiang Wan
Sibo Song
J. Tang
Wenqing Cheng
Yunxing Liu
Xiang Bai
111
5
0
22 Feb 2025
Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence
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
VLMAI4TS
188
2
0
14 Feb 2025
Handwritten Text Recognition: A Survey
Handwritten Text Recognition: A Survey
Carlos Garrido-Munoz
Antonio Ríos-Vila
Jorge Calvo-Zaragoza
137
0
0
12 Feb 2025
ReLayout: Towards Real-World Document Understanding via Layout-enhanced
  Pre-training
ReLayout: Towards Real-World Document Understanding via Layout-enhanced Pre-training
Zhouqiang Jiang
Bowen Wang
Junhao Chen
Yuta Nakashima
48
2
0
14 Oct 2024
Towards an Improved Metric for Evaluating Disentangled Representations
Towards an Improved Metric for Evaluating Disentangled Representations
Sahib Julka
Yashu Wang
Michael Granitzer
67
0
0
04 Oct 2024
Modeling Layout Reading Order as Ordering Relations for Visually-rich
  Document Understanding
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
Chong Zhang
Yi Tu
Yixi Zhao
Chenshu Yuan
Huan Chen
...
Mingxu Chai
Ya Guo
Huijia Zhu
Qi Zhang
Tao Gui
62
2
0
29 Sep 2024
DocMamba: Efficient Document Pre-training with State Space Model
DocMamba: Efficient Document Pre-training with State Space Model
Pengfei Hu
Zhenrong Zhang
Jiefeng Ma
Shuhang Liu
Jun Du
Jianshu Zhang
Mamba
115
1
0
18 Sep 2024
READoc: A Unified Benchmark for Realistic Document Structured Extraction
READoc: A Unified Benchmark for Realistic Document Structured Extraction
Zichao Li
Aizier Abulaiti
Yaojie Lu
Xuanang Chen
Jia Zheng
Hongyu Lin
Xianpei Han
Le Sun
75
5
0
08 Sep 2024
ViRED: Prediction of Visual Relations in Engineering Drawings
ViRED: Prediction of Visual Relations in Engineering Drawings
Chao Gu
Ke Lin
Yiyang Luo
Jiahui Hou
Xiang-Yang Li
78
0
0
02 Sep 2024
μgat: Improving Single-Page Document Parsing by Providing Multi-Page
  Context
μgat: Improving Single-Page Document Parsing by Providing Multi-Page Context
Fabio Quattrini
Carmine Zaccagnino
Silvia Cascianelli
Laura Righi
Rita Cucchiara
66
1
0
28 Aug 2024
DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding
DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding
Wenhui Liao
Jiapeng Wang
Hongliang Li
Chengyu Wang
Jun Huang
Lianwen Jin
173
0
0
27 Aug 2024
Deep Learning based Visually Rich Document Content Understanding: A Survey
Deep Learning based Visually Rich Document Content Understanding: A Survey
Muhammad Ali
Jean Lee
Salman Khan
Eduard Hovy
111
6
0
02 Aug 2024
VisFocus: Prompt-Guided Vision Encoders for OCR-Free Dense Document Understanding
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
105
3
0
17 Jul 2024
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data
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
137
2
0
17 Jul 2024
RAVEN: Multitask Retrieval Augmented Vision-Language Learning
RAVEN: Multitask Retrieval Augmented Vision-Language Learning
Varun Nagaraj Rao
Siddharth Choudhary
Aditya Deshpande
R. Satzoda
Srikar Appalaraju
RALMVLM
92
5
0
27 Jun 2024
DocKylin: A Large Multimodal Model for Visual Document Understanding
  with Efficient Visual Slimming
DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming
Jiaxin Zhang
Wentao Yang
Songxuan Lai
Zecheng Xie
Lianwen Jin
94
21
0
27 Jun 2024
ColPali: Efficient Document Retrieval with Vision Language Models
ColPali: Efficient Document Retrieval with Vision Language Models
Manuel Faysse
Hugues Sibille
Tony Wu
Bilel Omrani
Gautier Viaud
C´eline Hudelot
Pierre Colombo
VLM
372
29
0
27 Jun 2024
SRFUND: A Multi-Granularity Hierarchical Structure Reconstruction
  Benchmark in Form Understanding
SRFUND: A Multi-Granularity Hierarchical Structure Reconstruction Benchmark in Form Understanding
Jiefeng Ma
Yan Wang
Chenyu Liu
Jun Du
Yu Hu
Zhenrong Zhang
Pengfei Hu
Qing Wang
Jianshu Zhang
82
1
0
13 Jun 2024
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications
Jordy Van Landeghem
Subhajit Maity
Ayan Banerjee
Matthew Blaschko
Marie-Francine Moens
Josep Lladós
Sanket Biswas
136
2
0
12 Jun 2024
UnSupDLA: Towards Unsupervised Document Layout Analysis
UnSupDLA: Towards Unsupervised Document Layout Analysis
Talha Uddin Sheikh
Tahira Shehzadi
K. Hashmi
Didier Stricker
Muhammad Zeshan Afzal
81
2
0
10 Jun 2024
Reconstructing training data from document understanding models
Reconstructing training data from document understanding models
Jérémie Dentan
Arnaud Paran
A. Shabou
AAMLSyDa
78
1
0
05 Jun 2024
Lightweight Spatial Modeling for Combinatorial Information Extraction
  From Documents
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents
Yanfei Dong
Lambert Deng
Jiazheng Zhang
Xiaodong Yu
Ting Lin
Francesco Gelli
Soujanya Poria
W. Lee
87
0
0
08 May 2024
GeoContrastNet: Contrastive Key-Value Edge Learning for
  Language-Agnostic Document Understanding
GeoContrastNet: Contrastive Key-Value Edge Learning for Language-Agnostic Document Understanding
Nil Biescas
Carlos Boned Riera
Josep Lladós
Sanket Biswas
72
1
0
06 May 2024
CREPE: Coordinate-Aware End-to-End Document Parser
CREPE: Coordinate-Aware End-to-End Document Parser
Yamato Okamoto
Youngmin Baek
Geewook Kim
Ryota Nakao
Donghyun Kim
Moonbin Yim
Seunghyun Park
Bado Lee
86
1
0
01 May 2024
Multi-Page Document Visual Question Answering using Self-Attention
  Scoring Mechanism
Multi-Page Document Visual Question Answering using Self-Attention Scoring Mechanism
Lei Kang
Rubèn Pérez Tito
Ernest Valveny
Dimosthenis Karatzas
69
5
0
29 Apr 2024
Improve Academic Query Resolution through BERT-based Question Extraction
  from Images
Improve Academic Query Resolution through BERT-based Question Extraction from Images
Nidhi Kamal
Saurabh Yadav
Jorawar Singh
Aditi Avasthi
54
0
0
28 Apr 2024
A Hybrid Approach for Document Layout Analysis in Document images
A Hybrid Approach for Document Layout Analysis in Document images
Tahira Shehzadi
Didier Stricker
Muhammad Zeshan Afzal
69
5
0
27 Apr 2024
A review of deep learning-based information fusion techniques for
  multimodal medical image classification
A review of deep learning-based information fusion techniques for multimodal medical image classification
Yi-Hsuan Li
Mostafa EL HABIB DAHO
Pierre-Henri Conze
Rachid Zeghlache
Hugo Le Boité
R. Tadayoni
B. Cochener
M. Lamard
G. Quellec
65
47
0
23 Apr 2024
Towards Efficient Resume Understanding: A Multi-Granularity Multi-Modal
  Pre-Training Approach
Towards Efficient Resume Understanding: A Multi-Granularity Multi-Modal Pre-Training Approach
Feihu Jiang
Chuan Qin
Jingshuai Zhang
Kaichun Yao
Xi Chen
Dazhong Shen
Chen Zhu
Hengshu Zhu
Hui Xiong
63
8
0
13 Apr 2024
HRVDA: High-Resolution Visual Document Assistant
HRVDA: High-Resolution Visual Document Assistant
Chaohu Liu
Kun Yin
Haoyu Cao
Xinghua Jiang
Xin Li
Yinsong Liu
Deqiang Jiang
Xing Sun
Linli Xu
VLM
102
26
0
10 Apr 2024
LayoutLLM: Layout Instruction Tuning with Large Language Models for
  Document Understanding
LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding
Chuwei Luo
Yufan Shen
Zhaoqing Zhu
Qi Zheng
Zhi Yu
Cong Yao
116
49
0
08 Apr 2024
Bidirectional Long-Range Parser for Sequential Data Understanding
Bidirectional Long-Range Parser for Sequential Data Understanding
George Leotescu
Daniel Voinea
A. Popa
84
1
0
08 Apr 2024
BuDDIE: A Business Document Dataset for Multi-task Information
  Extraction
BuDDIE: A Business Document Dataset for Multi-task Information Extraction
Ran Zmigrod
Dongsheng Wang
Mathieu Sibue
Yulong Pei
Petr Babkin
...
Antony Papadimitriou
William Watson
Zhiqiang Ma
Armineh Nourbakhsh
Sameena Shah
64
5
0
05 Apr 2024
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