Document Layout Analysis
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Benchmarks
Most implemented
Training data-efficient image transformers & distillation through attention
LayoutLM: Pre-training of Text and Layout for Document Image Understanding
BEiT: BERT Pre-Training of Image Transformers
PubLayNet: largest dataset ever for document layout analysis
dhSegment: A generic deep-learning approach for document segmentation
Papers
BaFCo: A Document Understanding Benchmark for Complex Bangla Form Comprehension
Document comprehension is a challenging yet impactful task for Multimodal Large Language Models, especially as these systems see growing adoption in real-world, human-centric applications. However, this adoption is limit…
Key Information ExtractionDocument Layout AnalysisRT-DocLayout: Real-Time End-to-End Document Layout Analysis with Reading Order in the Wild
Accurate document layout analysis remains a critical bottleneck for document parsing systems, due to the intricate coupling among heterogeneous document layout elements, geometric distortions (\eg, paper warping and bend…
Document Layout AnalysisBounding Box Label Propagation for Re-Annotation of Document Layout Analysis Datasets
Datasets in practical document processing scenarios typically grow over time, and their class annotations undergo continuous refinement. This creates significant re-annotation efforts, which are time-consuming and costly…
Document Layout AnalysisObject DetectionBenchmarking Open-Source Layout Detection Models for Data Snapshot Extraction from Institutional Documents
Institutional documents contain substantial amounts of operational and analytical information embedded within figures and tables. Current approaches for extracting visual content from documents are largely built around g…
Document Layout AnalysisHow Do Document Parsers Break? Auditing Structural Vulnerability in Document Intelligence
Document Layout Analysis (DLA) pipelines provide structured page representations for retrieval-augmented generation, long-document question answering, and other document intelligence systems, yet their robustness evaluat…
Document Layout AnalysisQuestion AnsweringParser-Oriented Structural Refinement for a Stable Layout Interface in Document Parsing
Accurate document parsing requires both robust content recognition and a stable parser interface. In explicit Document Layout Analysis (DLA) pipelines, downstream parsers do not consume the full detector output. Instead,…
Document Layout Analysis