OpenCodePapers

document-layout-analysis-on-publaynet-val

Document Layout Analysis

Results over time

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Leaderboard

Paper	Code	Overall	Text	Title	List	Table	Figure	ModelName	ReleaseDate
Vision Grid Transformer for Document Layout Analysis	✓ Link	0.962	0.950	0.939	0.968	0.981	0.971	VGT	2023-08-29
Transformer-based Approach for Document Understanding		0.959	0.958	0.921	0.975	0.976	0.966	TRDLU	2022-10-16
VSR: A Unified Framework for Document Layout Analysis combining Vision, Semantics and Relations	✓ Link	0.957	0.967	0.931	0.947	0.974	0.964	VSR	2021-05-13
Bridging the Performance Gap between DETR and R-CNN for Graphical Object Detection in Document Images		0.957	0.947	0.918	0.964	0.981	0.975	DETR	2023-06-23
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking	✓ Link	0.951	0.945	0.906	0.955	0.979	0.970	LayoutLMv3-B	2022-04-18
DoPTA: Improving Document Layout Analysis using Patch-Text Alignment		0.949	0.944	0.895	0.957	0.977	0.970	DoPTA	2024-12-17
DiT: Self-supervised Pre-training for Document Image Transformer	✓ Link	0.949	0.944	0.893	0.960	0.978	0.972	DiT-L	2022-03-04
Unified Pretraining Framework for Document Understanding		0.939	0.939	0.885	0.937	0.973	0.964	UDoc	2022-04-22
Vision Grid Transformer for Document Layout Analysis	✓ Link	0.935	0.930	0.862	0.940	0.976	0.968	ResNext-101-32×8d	2023-08-29
Training data-efficient image transformers & distillation through attention	✓ Link	0.932	0.934	0.874	0.921	0.972	0.957	DeiT-B	2020-12-23
BEiT: BERT Pre-Training of Image Transformers	✓ Link	0.931	0.934	0.866	0.924	0.973	0.957	BEiT-B	2021-06-15
PubLayNet: largest dataset ever for document layout analysis	✓ Link	0.910	0.916	0.840	0.886	0.960	0.949	Mask RCNN	2019-08-16
PubLayNet: largest dataset ever for document layout analysis	✓ Link	0.902	0.910	0.826	0.883	0.954	0.937	Faster RCNN	2019-08-16
A Graphical Approach to Document Layout Analysis	✓ Link	0.722	0.878	0.800	0.862	0.868	0.206	GLAM	2023-08-03
CDeC-Net: Composite Deformable Cascade Network for Table Detection in Document Images	✓ Link					0.978		CDeC-Net	2020-08-25