SOTAVerified

Table Recognition

Table recognition refers to the process of automatically identifying and extracting tabular structures from unstructured data sources such as text documents, images, or scanned documents. The goal of table recognition is to accurately detect the presence of tables within the data and extract their contents, including rows, columns, headers, and cell values.

Papers

Showing 2130 of 50 papers

TitleStatusHype
LORE: Logical Location Regression Network for Table Structure RecognitionCode0
Aligning benchmark datasets for table structure recognitionCode4
Deep learning for table detection and structure recognition: A surveyCode1
RegCLR: A Self-Supervised Framework for Tabular Representation Learning in the Wild0
PP-StructureV2: A Stronger Document Analysis SystemCode0
TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers0
TSRFormer: Table Structure Recognition with Transformers0
Robust Table Detection and Structure Recognition from Heterogeneous Document Images0
Neural Collaborative Graph Machines for Table Structure Recognition0
PubTables-1M: Towards comprehensive table extraction from unstructured documentsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TSRFormerTEDS-Struct97.5Unverified
2RTSRTEDS-Struct97Unverified
3MuTabNetTEDS (all samples)96.87Unverified
4TableMasterTEDS (all samples)96.76Unverified
5Multi-Task Learning ModelTEDS (all samples)96.67Unverified
6ConvStemTEDS (all samples)96.53Unverified
7SLANetTEDS (all samples)96.3Unverified
8TRUSTTEDS (all samples)96.2Unverified
9NCGMTEDS (all samples)95.4Unverified
10LGPMATEDS (all samples)94.6Unverified
#ModelMetricClaimedVerifiedStatus
1Re0TEDS (all samples)95.66Unverified
2VCGroupTEDS (all samples)95.04Unverified
3Habitat-WebTEDS (all samples)89.97Unverified
4EDDTEDS (all samples)89.97Unverified
#ModelMetricClaimedVerifiedStatus
1Habitat-WebTEDS (all samples)89.18Unverified
2EDDTEDS (all samples)89.18Unverified
#ModelMetricClaimedVerifiedStatus
1Proposed System (With post- processing)F-Measure95.46Unverified
#ModelMetricClaimedVerifiedStatus
1StrucTexTv2 (small)F178.9Unverified