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 4150 of 50 papers

TitleStatusHype
Flexible Table Recognition and Semantic Interpretation SystemCode0
PdfTable: A Unified Toolkit for Deep Learning-Based Table ExtractionCode0
PP-StructureV2: A Stronger Document Analysis SystemCode0
A Review On Table Recognition Based On Deep LearningCode0
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language ModelsCode0
Rethinking Table Recognition using Graph Neural NetworksCode0
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table RecognitionCode0
OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table RecognitionCode0
LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask AlignmentCode0
LORE: Logical Location Regression Network for Table Structure RecognitionCode0
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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