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author:

Zhou, Yuanbo (Zhou, Yuanbo.) [1] | Xue, Yuyang (Xue, Yuyang.) [2] | Bi, Jiang (Bi, Jiang.) [3] | He, Wenlin (He, Wenlin.) [4] | Zhang, Xinlin (Zhang, Xinlin.) [5] | Zhang, Jiajun (Zhang, Jiajun.) [6] | Deng, Wei (Deng, Wei.) [7] | Nie, Ruofeng (Nie, Ruofeng.) [8] | Lan, Junlin (Lan, Junlin.) [9] | Gao, Qinquan (Gao, Qinquan.) [10] | Tong, Tong (Tong, Tong.) [11]

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EI

Abstract:

Real-world stereo image super-resolution has a significant influence on enhancing the performance of computer vision systems. Although existing methods for single-image super-resolution can be applied to enhance stereo images, these methods often introduce notable modifications to the inherent disparity, resulting in a loss in the consistency of disparity between the original and the enhanced stereo images. To overcome this limitation, this paper proposes a novel approach that integrates an implicit stereo information discriminator and a hybrid degradation model. This combination ensures effective enhancement while preserving disparity consistency. The proposed method bridges the gap between the complex degradations in real-world stereo domain and the simpler degradations in real-world single-image super-resolution domain. Our results demonstrate impressive performance on synthetic and real datasets, enhancing visual perception while maintaining disparity consistency. © 2024 Elsevier Ltd

Keyword:

Discriminators Image enhancement Optical resolving power Stereo image processing Vision

Community:

  • [ 1 ] [Zhou, Yuanbo]Fuzhou University, Fuzhou; 350108, China
  • [ 2 ] [Xue, Yuyang]University of Edinburgh, Edinburgh; EH8 9YL, United Kingdom
  • [ 3 ] [Bi, Jiang]Beijing Radio and TV Station, Beijing; 10002, China
  • [ 4 ] [He, Wenlin]Beijing Radio and TV Station, Beijing; 10002, China
  • [ 5 ] [Zhang, Xinlin]Fuzhou University, Fuzhou; 350108, China
  • [ 6 ] [Zhang, Jiajun]Fuzhou University, Fuzhou; 350108, China
  • [ 7 ] [Deng, Wei]Imperial Vision Technology, Fuzhou; 350002, China
  • [ 8 ] [Nie, Ruofeng]Fuzhou University, Fuzhou; 350108, China
  • [ 9 ] [Lan, Junlin]Fuzhou University, Fuzhou; 350108, China
  • [ 10 ] [Gao, Qinquan]Fuzhou University, Fuzhou; 350108, China
  • [ 11 ] [Gao, Qinquan]Imperial Vision Technology, Fuzhou; 350002, China
  • [ 12 ] [Tong, Tong]Fuzhou University, Fuzhou; 350108, China
  • [ 13 ] [Tong, Tong]Imperial Vision Technology, Fuzhou; 350002, China

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Source :

Expert Systems with Applications

ISSN: 0957-4174

Year: 2024

Volume: 255

7 . 5 0 0

JCR@2023

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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