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author:

Zhou, Y. (Zhou, Y..) [1] | Xue, Y. (Xue, Y..) [2] | Bi, J. (Bi, J..) [3] | He, W. (He, W..) [4] | Zhang, X. (Zhang, X..) [5] | Zhang, J. (Zhang, J..) [6] | Deng, W. (Deng, W..) [7] | Nie, R. (Nie, R..) [8] | Lan, J. (Lan, J..) [9] | Gao, Q. (Gao, Q..) [10] (Scholars:高钦泉) | Tong, T. (Tong, T..) [11] (Scholars:童同)

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Scopus

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:

Disparity Real-world Stereo image super-resolution Visual perception

Community:

  • [ 1 ] [Zhou Y.]Fuzhou University, Fuzhou, 350108, China
  • [ 2 ] [Xue Y.]University of Edinburgh, Edinburgh, EH8 9YL, United Kingdom
  • [ 3 ] [Bi J.]Beijing Radio and TV Station, Beijing, 10002, China
  • [ 4 ] [He W.]Beijing Radio and TV Station, Beijing, 10002, China
  • [ 5 ] [Zhang X.]Fuzhou University, Fuzhou, 350108, China
  • [ 6 ] [Zhang J.]Fuzhou University, Fuzhou, 350108, China
  • [ 7 ] [Deng W.]Imperial Vision Technology, Fuzhou, 350002, China
  • [ 8 ] [Nie R.]Fuzhou University, Fuzhou, 350108, China
  • [ 9 ] [Lan J.]Fuzhou University, Fuzhou, 350108, China
  • [ 10 ] [Gao Q.]Fuzhou University, Fuzhou, 350108, China
  • [ 11 ] [Gao Q.]Imperial Vision Technology, Fuzhou, 350002, China
  • [ 12 ] [Tong T.]Fuzhou University, Fuzhou, 350108, China
  • [ 13 ] [Tong T.]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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