Document Layout Analysis

"Document Layout Analysis is performed to determine physical structure of a document, that is, to determine document components. These document components can consist of single connected components-regions [...] of pixels that are adjacent to form single regions [...] , or group of text lines. A text line is a group of characters, symbols, and words that are adjacent, “relatively close” to each other and through which a straight line can be drawn (usually with horizontal or vertical orientation)." L. O'Gorman, "The document spectrum for page layout analysis," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 15, no. 11, pp. 1162-1173, Nov. 1993.

Image credit: PubLayNet: largest dataset ever for document layout analysis

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 99 papers

Title	Date	Tasks	Status
VisualWordGrid: Information Extraction From Scanned Documents Using A Multimodal Approach	Oct 5, 2020	Document Layout Analysis	—Unverified
VTLayout: Fusion of Visual and Text Features for Document Layout Analysis	Aug 12, 2021	Document Layout Analysis	—Unverified
A document processing pipeline for the construction of a dataset for topic modeling based on the judgments of the Italian Supreme Court	May 13, 2025	DiversityDocument Layout Analysis	—Unverified
A Hybrid Approach for Document Layout Analysis in Document images	Apr 27, 2024	Contrastive LearningDecoder	—Unverified
AnnoPage Dataset: Dataset of Non-Textual Elements in Documents with Fine-Grained Categorization	Mar 28, 2025	Document Layout Analysisobject-detection	—Unverified
AutoIE: An Automated Framework for Information Extraction from Scientific Literature	Jan 30, 2024	Document Layout AnalysisManagement	—Unverified
Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs	May 12, 2025	BenchmarkingDocument Layout Analysis	—Unverified
Bengali Document Layout Analysis -- A YOLOV8 Based Ensembling Approach	Sep 2, 2023	Data AugmentationDocument Layout Analysis	—Unverified
Bengali Document Layout Analysis with Detectron2	Aug 26, 2023	Data AugmentationDocument Layout Analysis	—Unverified
Bridging the Performance Gap between DETR and R-CNN for Graphical Object Detection in Document Images	Jun 23, 2023	Document Layout AnalysisObject	—Unverified

Show:10 25 50

← PrevPage 6 of 10Next →

All datasets PubLayNet val U-DIADS-Bib D4LA Document Layout Recognition Challenge mini-dev Document Layout Recognition Challenge test RVL-CDIP

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CDeC-Net	Table	0.98	—	Unverified
2	VGT	Overall	0.96	—	Unverified
3	TRDLU	Overall	0.96	—	Unverified
4	VSR	Overall	0.96	—	Unverified
5	DETR	Overall	0.96	—	Unverified
6	LayoutLMv3-B	Overall	0.95	—	Unverified
7	DiT-L	Overall	0.95	—	Unverified
8	DoPTA	Overall	0.95	—	Unverified
9	UDoc	Overall	0.94	—	Unverified
10	ResNext-101-32×8d	Overall	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CV-Group	Class Average IoU	83.4	—	Unverified
2	CNKI	Class Average IoU	77.8	—	Unverified
3	VAI-OCR	Class Average IoU	70.7	—	Unverified
4	DeepLabV3+	Class Average IoU	66.5	—	Unverified
5	L3i++	Class Average IoU (Few-shot setting)	61.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DoPTA	mAP	70.72	—	Unverified
2	DocLayout-YOLO	mAP	70.3	—	Unverified
3	VGT	mAP	68.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Faster_RCNN	Overall	0.96	—	Unverified
2	fglihai	Overall	0.96	—	Unverified
3	Faster-RCNN	Overall	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	fglihai	Overall	0.92	—	Unverified
2	USYD NLP_CS29-2	Overall	0.92	—	Unverified
3	Faster-RCNN	Overall	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VisualWordGrid	FAR	28.7	—	Unverified