Deep learning for table detection and structure recognition: A survey

M Salaheldin Kasem, A Abdallah, A Berendeyev… - ACM Computing …, 2024 - dl.acm.org
Tables are everywhere, from scientific journals, articles, websites, and newspapers all the
way to items we buy at the supermarket. Detecting them is thus of utmost importance to …

Improving table structure recognition with visual-alignment sequential coordinate modeling

Y Huang, N Lu, D Chen, Y Li, Z Xie… - Proceedings of the …, 2023 - openaccess.thecvf.com
Table structure recognition aims to extract the logical and physical structure of unstructured
table images into a machine-readable format. The latest end-to-end image-to-text …

Tsrformer: Table structure recognition with transformers

W Lin, Z Sun, C Ma, M Li, J Wang, L Sun… - Proceedings of the 30th …, 2022 - dl.acm.org
We present a new table structure recognition (TSR) approach, called TSRFormer, to robustly
recognizing the structures of complex tables with geometrical distortions from various table …

Document parsing unveiled: Techniques, challenges, and prospects for structured information extraction

Q Zhang, VSJ Huang, B Wang, J Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Document parsing is essential for converting unstructured and semi-structured documents-
such as contracts, academic papers, and invoices-into structured, machine-readable data …

Vlcdoc: Vision-language contrastive pre-training model for cross-modal document classification

S Bakkali, Z Ming, M Coustaty, M Rusiñol… - Pattern Recognition, 2023 - Elsevier
Multimodal learning from document data has achieved great success lately as it allows to
pre-train semantically meaningful features as a prior into a learnable downstream task. In …

[PDF][PDF] Divide Rows and Conquer Cells: Towards Structure Recognition for Large Tables.

H Shen, X Gao, J Wei, L Qiao, Y Zhou, Q Li, Z Cheng - IJCAI, 2023 - ijcai.org
Abstract Recent advanced Table Structure Recognition (TSR) models adopt image-to-text
solutions to parse table structure. These methods can be formulated as image caption …

Robust table structure recognition with dynamic queries enhanced detection transformer

J Wang, W Lin, C Ma, M Li, Z Sun, L Sun, Q Huo - Pattern Recognition, 2023 - Elsevier
We present a new table structure recognition (TSR) approach, called TSRFormer, to robustly
recognize the structures of complex tables with geometrical distortions from various table …

Lore++: logical location regression network for table structure recognition with pre-training

R Long, H Xing, Z Yang, Q Zheng, Z Yu, F Huang… - Pattern Recognition, 2025 - Elsevier
Table structure recognition (TSR) aims at extracting tables in images into machine-
understandable formats. Current approaches address this issue by either predicting the …

TableStrRec: framework for table structure recognition in data sheet images

J Fernandes, B Xiao, M Simsek, B Kantarci… - International Journal on …, 2024 - Springer
Billions of documents in data sheet format are shared between various organizations across
the globe on a daily basis. The essential information in these documents is presented in …

LORE: logical location regression network for table structure recognition

H Xing, F Gao, R Long, J Bu, Q Zheng, L Li… - Proceedings of the …, 2023 - ojs.aaai.org
Table structure recognition (TSR) aims at extracting tables in images into machine-
understandable formats. Recent methods solve this problem by predicting the adjacency …