Table Recognition2020en

pubtabnet

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

teds-all-samples

#	Model	Score	Paper / Code	Date
1	MuTabNet	96.87	Multi-Cell Decoder and Mutual Learning for Table Structure and Character Recognition Code	Apr 2024
2	TableMaster	96.76	PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML Code	May 2021
3	Multi-Task Learning Model	96.67	An End-to-End Multi-Task Learning Model for Image-based Table Recognition Code	Mar 2023
4	ConvStem	96.53	High-Performance Transformers for Table Structure Recognition Need Early Convolutions Code	Nov 2023
5	SLANet	96.3	PP-StructureV2: A Stronger Document Analysis System Code	Oct 2022
6	TRUST	96.2	TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers	Aug 2022
7	NCGM	95.4	Neural Collaborative Graph Machines for Table Structure Recognition	Nov 2021
8	LGPMA	94.6	LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment Code	May 2021
9	SEM	93.7	Split, embed and merge: An accurate table structure recognizer	Jul 2021
10	TabStruct-Net	90.1	Table Structure Recognition using Top-Down and Bottom-Up Cues Code	Oct 2020
11	EDD	88.3	Image-based table recognition: data, model, and evaluation Code	Nov 2019

teds-struct

#	Model	Score	Paper / Code	Date
1	Multi-Task Learning Model	97.88	An End-to-End Multi-Task Learning Model for Image-based Table Recognition Code	Mar 2023
2	TSRFormer	97.5	TSRFormer: Table Structure Recognition with Transformers	Aug 2022
3	TRUST	97.1	TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers	Aug 2022
4	SLANet	97.01	PP-StructureV2: A Stronger Document Analysis System Code	Oct 2022
5	RTSR	97	Robust Table Detection and Structure Recognition from Heterogeneous Document Images	Mar 2022
6	LGPMA	96.7	LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment Code	May 2021
7	TabStruct-Net	90.1	Table Structure Recognition using Top-Down and Bottom-Up Cues Code	Oct 2020

Related Papers13

Multi-Cell Decoder and Mutual Learning for Table Structure and Character Recognition

Apr 2024Models: MuTabNet

High-Performance Transformers for Table Structure Recognition Need Early Convolutions

Nov 2023Models: ConvStem

An End-to-End Multi-Task Learning Model for Image-based Table Recognition

Mar 2023Models: Multi-Task Learning Model

PP-StructureV2: A Stronger Document Analysis System

Oct 2022Models: SLANet

TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers

Aug 2022Models: TRUST

TSRFormer: Table Structure Recognition with Transformers

Aug 2022Models: TSRFormer

Robust Table Detection and Structure Recognition from Heterogeneous Document Images

Mar 2022Models: RTSR

Neural Collaborative Graph Machines for Table Structure Recognition

Nov 2021Models: NCGM

Split, embed and merge: An accurate table structure recognizer

Jul 2021Models: SEM

LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment

May 2021Models: LGPMA

PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML

May 2021Models: TableMaster

Table Structure Recognition using Top-Down and Bottom-Up Cues

Oct 2020Models: TabStruct-Net

Image-based table recognition: data, model, and evaluation

Nov 2019Models: EDD

Other Table Recognition Datasets

icdar2013-table-structure-recognition table-recognition-challenge-test wtw table-recognition-challenge-mini-test

pubtabnet Benchmark - Table Recognition | CodeSOTA