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 51–75 of 99 papers

Title	Date	Tasks	Status
U-DIADS-Bib: a full and few-shot pixel-precise dataset for document layout analysis of ancient manuscripts	Jan 16, 2024	Document Layout Analysis	—Unverified
Multimodal weighted graph representation for information extraction from visually rich documents.	Jan 5, 2024	Document Layout Analysisdocument understanding	CodeCode Available
Object Recognition from Scientific Document based on Compartment Refinement Framework	Dec 14, 2023	ArticlesDocument Layout Analysis	—Unverified
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense Understanding	Oct 29, 2023	Answer GenerationChart Question Answering	CodeCode Available
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and Beyond	Oct 19, 2023	Document AIDocument Layout Analysis	CodeCode Available
Bengali Document Layout Analysis -- A YOLOV8 Based Ensembling Approach	Sep 2, 2023	Data AugmentationDocument Layout Analysis	—Unverified
Document Layout Analysis on BaDLAD Dataset: A Comprehensive MViTv2 Based Approach	Aug 31, 2023	Document Layout Analysis	—Unverified
Vision Grid Transformer for Document Layout Analysis	Aug 29, 2023	Document AIDocument Layout Analysis	CodeCode Available
Bengali Document Layout Analysis with Detectron2	Aug 26, 2023	Data AugmentationDocument Layout Analysis	—Unverified
The YOLO model that still excels in document layout analysis	Aug 22, 2023	DiversityDocument Layout Analysis	—Unverified
Performance Enhancement Leveraging Mask-RCNN on Bengali Document Layout Analysis	Aug 21, 2023	Document Layout Analysis	—Unverified
Framework and Model Analysis on Bengali Document Layout Analysis Dataset: BaDLAD	Aug 15, 2023	Document Layout Analysis	—Unverified
A Graphical Approach to Document Layout Analysis	Aug 3, 2023	Document Layout AnalysisGraph Neural Network	CodeCode Available
Bridging the Performance Gap between DETR and R-CNN for Graphical Object Detection in Document Images	Jun 23, 2023	Document Layout AnalysisObject	—Unverified
Document Layout Annotation: Database and Benchmark in the Domain of Public Affairs	Jun 12, 2023	Document Layout Analysis	CodeCode Available
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
Extracting Complex Named Entities in Legal Documents via Weakly Supervised Object Detection	May 10, 2023	Document Layout AnalysisInformation Retrieval	—Unverified
BaDLAD: A Large Multi-Domain Bengali Document Layout Analysis Dataset	Mar 9, 2023	BenchmarkingDeep Learning	CodeCode Available
Détection d'Objets dans les documents numérisés par réseaux de neurones profonds	Jan 27, 2023	Document Layout AnalysisLine Detection	—Unverified
Efficient few-shot learning for pixel-precise handwritten document layout analysis	Oct 27, 2022	Document Layout AnalysisFew-Shot Learning	—Unverified
Transformer-based Approach for Document Understanding	Oct 16, 2022	DecoderDocument Layout Analysis	—Unverified
Unified Pretraining Framework for Document Understanding	Apr 22, 2022	Document Layout Analysisdocument understanding	—Unverified
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking	Apr 18, 2022	cross-modal alignmentDocument AI	CodeCode Available
Neural Graph Matching for Modification Similarity Applied to Electronic Document Comparison	Apr 12, 2022	ArticlesDocument Layout Analysis	—Unverified
DocBed: A Multi-Stage OCR Solution for Documents with Complex Layouts	Feb 3, 2022	ArticlesDocument Layout Analysis	—Unverified

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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