table-detection

Table Transformer (TATR) is a deep learning model for extracting tables from unstructured documents (PDFs and images). This is also the official repository for the PubTables-1M dataset and GriTS evaluation metric.

table-extraction table-detection table-structure-recognition table-functional-analysis

UpdatedJun 24, 2024
Python

DevashishPrasad /CascadeTabNet

Star1.6k

This repository contains the code and implementation details of the CascadeTabNet paper "CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents"

table-recognition table-detection table-detection-using-deep-learning table-structure-recognition

UpdatedAug 27, 2021
Python

Psarpei /Multi-Type-TD-TSR

Star282

Extracting Tables from Document Images using a Multi-stage Pipeline for Table Detection and Table Structure Recognition

nlp computer-science machine-learning natural-language-processing ocr computer-vision deep-learning algorithms machine-learning-algorithms image-processing nlp-machine-learning ocr-recognition computer-vision-algorithms ocr-python table-detection computer-vision-opencv table-detection-using-deep-learning table-structure-recognition

UpdatedSep 5, 2022
Jupyter Notebook

MathamPollard /awesome-table-structure-recognition

Star219

A Curated List of Awesome Table Structure Recognition (TSR) Research. Including models, papers, datasets and codes. Continuously updating.

table-extraction table-detection document-understanding table-structure-recognition table-functional-analysis

UpdatedSep 9, 2024

the-black-knight-01 /Tabulo

Star198

Table Detection and Extraction Using Deep Learning ( It is built in Python, using Luminoth, TensorFlow<2.0 and Sonnet.)

python ocr deep-learning tensorflow detection tesseract ssd sonnet faster-r-cnn table-recognition table-detection pdf-table-extraction luminoth table-detection-using-deep-learning tabulo table-data-extraction

UpdatedNov 24, 2022
Python

phamquiluan /PubLayNet

Star182

ICDAR 2019: MaskRCNN on PubLayNet datasets. Paragraph detection, table detection, figure detection,...

pytorch object-detection pretrained-models mask-rcnn document-layout-analysis table-detection figure-detection publaynet paragraph-detection

UpdatedMay 11, 2021
Python

andreagemelli /doc2graph

Star135

Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks.

nlp deep-learning pytorch layout-analysis geometric-deep-learning table-detection gnn document-understanding key-information-extraction

UpdatedOct 18, 2025
Jupyter Notebook

madhav1ag /CDeCNet

Star133

CDeC-Net: Composite Deformable Cascade Network for Table Detection in Document Images

table pytorch object-detection sota benchmark-datasets table-detection table-detection-using-deep-learning cdec-net

UpdatedSep 11, 2025
Python

RapidAI /RapidTableDetection

Star116

检测和提取各种场景图片中的表格区域，并纠正透视和旋转问题 Detect and extract table regions from images in various scenarios, and correct perspective and rotation issues.

table table-structure table-detection onnxruntime

UpdatedDec 10, 2024
Python

sgrpanchal31 /table-detection-dataset

Star83

This repository contains a 403 images dataset for table detection in documents.

cnn object-detection table-detection

UpdatedOct 28, 2018

marieai /marie-ai

Star79

Complex data extraction and orchestration framework designed for processing unstructured documents. It integrates AI-powered document pipelines (GenAI, LLM, VLLM) into your applications, supporting various tasks such as document cleanup, optical character recognition (OCR), classification, splitting, named entity recognition, and form processing

python docker ocr pytorch omr optical-character-recognition optical-mark-recognition icr document-parser document-layout-analysis table-recognition table-detection publaynet intelligent-character-recognition intelligent-word-recognition iwr pubtabnet

UpdatedDec 17, 2025
Python

abdoelsayed2016 /TNCR_Dataset

Star70

Deep learning, Convolutional neural networks, Image processing, Document processing, Table detection, Page object detection, Table classification.https://www.sciencedirect.com/science/article/pii/S0925231221018142

deep-learning table cnn pytorch classification image-classification convolutional-neural-networks object-detection object-recognition table-recognition table-detection mmdetection

UpdatedFeb 24, 2024
Python

mbzuai-oryx /KITAB-Bench

Star60

[ACL 2025 🔥] A Comprehensive Multi-Domain Benchmark for Arabic OCR and Document Understanding

benchmark ocr vqa pdf-to-text arabic table-detection layout-detection vlms

UpdatedMay 24, 2025
Python

whn09 /table_structure_recognition

Star51

Table detection (TD) and table structure recognition (TSR) using Yolov5/Yolov8, and you can get the same (even better) result compared with Table Transformer (TATR) with smaller models.

ocr table table-detection table-structure-recognition yolov5 document-ai yolov8