Doc2Graph: a Task Agnostic Document Understanding Framework based on
Graph Neural Networks

Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks

23 August 2022

Sanket Biswas

Enrico Civitelli

Josep Lladós

Papers citing "Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks"

16 / 16 papers shown

Title
Relation-Rich Visual Document Generator for Visual Information Extraction Zi-Han Jiang Chien-Wei Lin Wei-Hua Li Hsuan-Tung Liu Yi-Ren Yeh Chu-Song Chen 30 0 0 14 Apr 2025
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering Tiezheng Guo Chen Wang Yanyi Liu Jiawei Tang Pan Li Sai Xu Qingwen Yang Xianlin Gao Zhi Li Yingyou Wen RALM 34 1 0 06 Aug 2024
UnSupDLA: Towards Unsupervised Document Layout Analysis Talha Uddin Sheikh Tahira Shehzadi K. Hashmi Didier Stricker Muhammad Zeshan Afzal 34 2 0 10 Jun 2024
GeoContrastNet: Contrastive Key-Value Edge Learning for Language-Agnostic Document Understanding Nil Biescas Carlos Boned Riera Josep Lladós Sanket Biswas 42 1 0 06 May 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 32 1 0 27 Mar 2024
RoDLA: Benchmarking the Robustness of Document Layout Analysis Models Yufan Chen Jiaming Zhang Kunyu Peng Junwei Zheng Ruiping Liu Philip H. S. Torr Rainer Stiefelhagen OOD 29 5 0 21 Mar 2024
DocGraphLM: Documental Graph Language Model for Information Extraction Dongsheng Wang Zhiqiang Ma Armineh Nourbakhsh Kang Gu Sameena Shah 36 8 0 05 Jan 2024
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction Chong Zhang Ya Guo Yi Tu Huan Chen Jinyang Tang Huijia Zhu Qi Zhang Tao Gui 3DV 26 20 0 17 Oct 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 33 1 0 29 Aug 2023
Language Independent Neuro-Symbolic Semantic Parsing for Form Understanding Bhanu Prakash Voutharoja Lizhen Qu Fatemeh Shiri 30 1 0 08 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 36 5 0 01 May 2023
PARAGRAPH2GRAPH: A GNN-based framework for layout paragraph analysis Shuyong Wei Nuo Xu 24 5 0 24 Apr 2023
CTE: A Dataset for Contextualized Table Extraction Andrea Gemelli Emanuele Vivoli S. Marinai LMTD 13 2 0 02 Feb 2023
PubTables-1M: Towards comprehensive table extraction from unstructured documents B. Smock Rohith Pesala Robin Abraham LMTD 27 96 0 30 Sep 2021
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding Yang Xu Yiheng Xu Tengchao Lv Lei Cui Furu Wei ... D. Florêncio Cha Zhang Wanxiang Che Min Zhang Lidong Zhou ViT MLLM 153 498 0 29 Dec 2020
FUNSD: A Dataset for Form Understanding in Noisy Scanned Documents Guillaume Jaume H. K. Ekenel Jean-Philippe Thiran 134 355 0 27 May 2019