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 31–40 of 99 papers

Title	Date	Tasks	Status	Score
A Graphical Approach to Document Layout Analysis	Aug 3, 2023	Document Layout AnalysisGraph Neural Network	CodeCode Available	5
M^6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis	May 15, 2023	ArticlesDocument Layout Analysis	CodeCode Available	5
Multi-Task Handwritten Document Layout Analysis	Jun 22, 2018	Document Layout Analysis	CodeCode Available	5
SFDLA: Source-Free Document Layout Analysis	Mar 24, 2025	AvgDocument Layout Analysis	CodeCode Available	5
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense Understanding	Oct 29, 2023	Answer GenerationChart Question Answering	CodeCode Available	5
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding	Dec 29, 2020	Document Image ClassificationDocument Layout Analysis	CodeCode Available	5
BaDLAD: A Large Multi-Domain Bengali Document Layout Analysis Dataset	Mar 9, 2023	BenchmarkingDeep Learning	CodeCode Available	5
Class-Agnostic Region-of-Interest Matching in Document Images	Jun 26, 2025	Document Layout Analysisdocument understanding	CodeCode Available	5
ICDAR 2021 Competition on Historical Map Segmentation	May 27, 2021	Contour DetectionDocument Layout Analysis	CodeCode Available	5
Document Layout Annotation: Database and Benchmark in the Domain of Public Affairs	Jun 12, 2023	Document Layout Analysis	CodeCode Available	5

Show:10 25 50

← PrevPage 4 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