Document Layout Analysis

6 papers with code • 3 benchmarks • 4 datasets

"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.

Subtasks


Greatest papers with code

LayoutLM: Pre-training of Text and Layout for Document Image Understanding

huggingface/transformers 31 Dec 2019

In this paper, we propose the \textbf{LayoutLM} to jointly model interactions between text and layout information across scanned document images, which is beneficial for a great number of real-world document image understanding tasks such as information extraction from scanned documents.

Document Image Classification Document Layout Analysis +1

A Large Dataset of Historical Japanese Documents with Complex Layouts

Layout-Parser/layout-parser 18 Apr 2020

Deep learning-based approaches for automatic document layout analysis and content extraction have the potential to unlock rich information trapped in historical documents on a large scale.

Document Layout Analysis

PubLayNet: largest dataset ever for document layout analysis

ibm-aur-nlp/PubLayNet 16 Aug 2019

Deep neural networks that are developed for computer vision have been proven to be an effective method to analyze layout of document images.

Document Layout Analysis Transfer Learning

DocBank: A Benchmark Dataset for Document Layout Analysis

doc-analysis/DocBank 1 Jun 2020

DocBank is constructed using a simple yet effective way with weak supervision from the \LaTeX{} documents available on the arXiv. com.

Document Layout Analysis

Multi-Task Handwritten Document Layout Analysis

lquirosd/P2PaLA 22 Jun 2018

Document Layout Analysis is a fundamental step in Handwritten Text Processing systems, from the extraction of the text lines to the type of zone it belongs to.

Document Layout Analysis

Combining Visual and Textual Features for Semantic Segmentation of Historical Newspapers

dhlab-epfl/dhSegment-text 14 Feb 2020

The massive amounts of digitized historical documents acquired over the last decades naturally lend themselves to automatic processing and exploration.

Document Layout Analysis Semantic Segmentation