Printed document layout analysis and optical character recognition system based on deep learning

Abstract This paper proposes a layout analysis and text recognition system for printed documents based on deep learning. Initially, scanned documents or image files are processed using a layout analysis algorithm based on YOLOv4 and YOLOv8 deep learning to identify the positions of titles, text para...

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Bibliographic Details
Main Authors: Dong-Lin Li, Shih-Kai Lee, Yin-Ting Liu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-07439-y
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