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author:

Niu, Y. (Niu, Y..) [1] | Liu, P. (Liu, P..) [2] | Zhao, T. (Zhao, T..) [3] | Fan, Y. (Fan, Y..) [4]

Indexed by:

Scopus

Abstract:

Image color correction aims to eliminate color differences between images, especially for color consistency in panoramic or stereoscopic images. Nowadays, the global color correction methods cannot correct local color differences, while the local color correction methods usually lead to structural inconsistency between local regions and image clarity reduction. To address these problems, we propose a matting-based residual optimization for structurally consistent image color correction (MROC). Inspired by the residual image, we formulate the image color correction problem as the optimization of a residual image between the input target image and the resulting image. The residual image is initialized and improved by the soft matting method with a closed-form solution. Besides, a data term is introduced to identify those pixels with higher color and structural consistencies and preserve these pixels during optimization. The whole computational infrastructure operates at the pixel level to correct local color differences while maintaining image clarity. Experimental results demonstrate that the performance of the proposed MROC method is superior to the state-of-the-art image color correction methods. Furthermore, the proposed matting-based residual optimization can also be incorporated in a variety of color correction methods, with enhanced outcomes justified by a group of image quality assessment metrics. © 1991-2012 IEEE.

Keyword:

image clarity; Image color correction; residual image; structural consistency

Community:

  • [ 1 ] [Niu, Y.]Fujian Key Laboratory of Network Computing and Intelligent Information Processing, College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China
  • [ 2 ] [Niu, Y.]Key Laboratory of Spatial Data Mining and Information Sharing, Ministry of Education, Fuzhou University, Fujian, 350002, China
  • [ 3 ] [Niu, Y.]College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China
  • [ 4 ] [Liu, P.]College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China
  • [ 5 ] [Zhao, T.]Fujian Key Laboratory of Network Computing and Intelligent Information Processing, College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China
  • [ 6 ] [Zhao, T.]College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China
  • [ 7 ] [Fan, Y.]College of Mathematics and Computer Science, Fuzhou University, Fujian, 350002, China

Reprint 's Address:

  • [Zhao, T.]Fujian Key Laboratory of Network Computing and Intelligent Information Processing, College of Mathematics and Computer Science, Fuzhou UniversityChina

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Source :

IEEE Transactions on Circuits and Systems for Video Technology

ISSN: 1051-8215

Year: 2020

Issue: 10

Volume: 30

Page: 3624-3636

4 . 6 8 5

JCR@2020

8 . 3 0 0

JCR@2023

ESI HC Threshold:132

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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