SOTAVerified

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
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities—0
Selective Fine-tuning on LLM-labeled Data May Reduce Reliance on Human Annotation: A Case Study Using Schedule-of-Event Table Detection—0
End-to-End Semi-Supervised approach with Modulated Object Queries for Table Detection in Documents—0
Towards End-to-End Semi-Supervised Table Detection with Semantic Aligned Matching Transformer—0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
Enhancing Vision-Language Pre-training with Rich Supervisions—0
TDeLTA: A Light-weight and Robust Table Detection Method based on Learning Text Arrangement—0
A Review On Table Recognition Based On Deep LearningCode0
Table Detection for Visually Rich Document ImagesCode0
Revisiting Table Detection Datasets for Visually Rich Documents—0
Towards End-to-End Semi-Supervised Table Detection with Deformable Transformer—0
TRACE: Table Reconstruction Aligned to Corner and Edges—0
TRR360D: A dataset for 360 degree rotated rectangular box table detectionCode0
Semantic Table Detection with LayoutLMv3—0
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
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
On Cropped versus Uncropped Training Sets in Tabular Structure Detection—0
Flexible Table Recognition and Semantic Interpretation SystemCode0
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
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All datasetsICDAR2013ICDAR 2019STDW

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CDeCNetAvg F11—Unverified
2cascadetabnetAvg 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