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Table Detection

Image credit:Table Detection in the Wild: A Novel Diverse Table Detection Dataset and Method

Papers

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Showing 26–50 of 58 papers

TitleStatusHype
CTE: A Dataset for Contextualized Table ExtractionCode1
Semantic Table Detection with LayoutLMv3—0
Deep learning for table detection and structure recognition: A surveyCode1
DATa: Domain Adaptation-Aided Deep Table Detection Using Visual-Lexical Representations—0
Table Detection in the Wild: A Novel Diverse Table Detection Dataset and MethodCode0
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural NetworksCode1
DEXTER: An end-to-end system to extract table contents from electronic medical health documents—0
Robust Table Detection and Structure Recognition from Heterogeneous Document Images—0
DiT: Self-supervised Pre-training for Document Image TransformerCode1
On Cropped versus Uncropped Training Sets in Tabular Structure Detection—0
PubTables-1M: Towards comprehensive table extraction from unstructured documentsCode2
TableSense: Spreadsheet Table Detection with Convolutional Neural NetworksCode1
TNCR: Table Net Detection and Classification DatasetCode1
Flexible Table Recognition and Semantic Interpretation SystemCode0
Multi-Type-TD-TSR -- Extracting Tables from Document Images using a Multi-stage Pipeline for Table Detection and Table Structure Recognition: from OCR to Structured Table RepresentationsCode1
Current Status and Performance Analysis of Table Recognition in Document Images with Deep Neural Networks—0
Imagined-Trailing-Whitespace-Agnostic Levenshtein Distance For Plaintext Table Detection—0
Deep Structured Feature Networks for Table Detection and Tabular Data Extraction from Scanned Financial Document Images—0
A Conglomerate of Multiple OCR Table Detection and Extraction—0
DocStruct: A Multimodal Method to Extract Hierarchy Structure in Document for General Form Understanding—0
CDeC-Net: Composite Deformable Cascade Network for Table Detection in Document ImagesCode1
IIIT-AR-13K: A New Dataset for Graphical Object Detection in Documents—0
TableBank: Table Benchmark for Image-based Table Detection and RecognitionCode2
Global Table Extractor (GTE): A Framework for Joint Table Identification and Cell Structure Recognition Using Visual Context—0
CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documentsCode2
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All datasetsICDAR2013ICDAR 2019STDW

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1cascadetabnetAvg F11—Unverified
2CDeCNetAvg F11—Unverified
3TableNetAvg F10.97—Unverified
#ModelMetricClaimedVerifiedStatus
1DiT-L (Cascade)Weighted Average F1-score96.55—Unverified
2DiT-B (Cascade)Weighted Average F1-score96.14—Unverified
#ModelMetricClaimedVerifiedStatus
1RetinaNetIoU0.5—Unverified
2Selective SearchIoU0.5—Unverified