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author:

Zhang, Xianbin (Zhang, Xianbin.) [1] | Pei, Shufan (Pei, Shufan.) [2] | Lin, Liqun (Lin, Liqun.) [3] | Zhao, Xiaoyan (Zhao, Xiaoyan.) [4] | Xu, Jiawei (Xu, Jiawei.) [5] | Zhao, Tiesong (Zhao, Tiesong.) [6]

Indexed by:

Scopus SCIE

Abstract:

With the widespread use of E-paper technology, numerous documents are being digitized and displayed on E-paper screens. However, the display quality of degraded document images on E-paper often suffers from a lack of detail. To address this challenge, we introduce a mapping model that converts color images into E-paper display images. This model leverages U-Net++ as its backbone, integrating residual connectivity and dual attention modules. Given the presence of varying stroke thicknesses in document images, a fixed-size convolutional kernel is insufficient. Therefore, we propose multi-branch channels and spatial attention modules (MCSAM), which combines the selective kernel network (SKNet) with a spatial attention mechanism to adaptively select the appropriate convolutional kernel size based on font size. To demonstrate its effectiveness, we tested the mapped images on a custom E-paper display platform. Experimental results highlight the superior performance of our proposed method.

Keyword:

attention binarization E-paper display image mapping U-Net plus plus

Community:

  • [ 1 ] [Zhang, Xianbin]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 2 ] [Pei, Shufan]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 3 ] [Lin, Liqun]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 4 ] [Zhao, Xiaoyan]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 5 ] [Xu, Jiawei]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 6 ] [Zhao, Tiesong]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China
  • [ 7 ] [Zhang, Xianbin]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China
  • [ 8 ] [Pei, Shufan]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China
  • [ 9 ] [Lin, Liqun]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China
  • [ 10 ] [Zhao, Xiaoyan]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China
  • [ 11 ] [Xu, Jiawei]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China
  • [ 12 ] [Zhao, Tiesong]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou, Peoples R China

Reprint 's Address:

  • [Zhao, Tiesong]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350116, Fujian, Peoples R China

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Source :

JOURNAL OF THE SOCIETY FOR INFORMATION DISPLAY

ISSN: 1071-0922

Year: 2025

1 . 7 0 0

JCR@2023

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ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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