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SotA/Computer Vision/Document Layout Analysis

Document Layout Analysis

25 benchmarks99 papers

"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

Benchmarks

Document Layout Analysis on PubLayNet val

TableOverallTextTitleListFigure

Document Layout Analysis on DocUNet

MS-SSIM

Document Layout Analysis on U-DIADS-Bib

Class Average IoUClass Average IoU (Few-shot setting)

Document Layout Analysis on D4LA

mAPModel Parameters

Document Layout Analysis on Document Layout Recognition Challenge mini-dev

OverallTitleTextFigureTableList

Document Layout Analysis on Document Layout Recognition Challenge test

OverallTitleTextFigureTableList

Document Layout Analysis on RVL-CDIP

FARWAR