Removal of Salt and Pepper Noise in Corrupted Image Based on Multilevel Weighted Graphs and IGOWA Operator

Joint Authors

Liu, Jinpei
Xu, Qin
Zhang, Qiang
Hu, Duo

Source

Mathematical Problems in Engineering

Issue

Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2018-05-15

Country of Publication

Egypt

No. of Pages

11

Main Subjects

Civil Engineering

Abstract EN

This paper proposes a novel iterative two-stage method to suppress salt and pepper noise.

In the first phase, a multilevel weighted graphs model for image representation is built to characterize the gray or color difference between the pixels and their neighbouring pixels at different scales.

Then the noise detection is cast into finding the node with minimum node strength in the graphs.

In the second phase, we develop a method to determine the order-inducing variables and weighted vectors of the induced generalized order weighted average (IGOWA) operator to restore the detected noise candidate.

In the proposed method, the two stages are not separate, but rather alternate.

Simulated experiments on gray and color images demonstrate that the proposed method can remove the noise effectively and keep the image details well in comparison to other state-of-the-art methods.

American Psychological Association (APA)

Xu, Qin& Zhang, Qiang& Hu, Duo& Liu, Jinpei. 2018. Removal of Salt and Pepper Noise in Corrupted Image Based on Multilevel Weighted Graphs and IGOWA Operator. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1209089

Modern Language Association (MLA)

Xu, Qin…[et al.]. Removal of Salt and Pepper Noise in Corrupted Image Based on Multilevel Weighted Graphs and IGOWA Operator. Mathematical Problems in Engineering No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1209089

American Medical Association (AMA)

Xu, Qin& Zhang, Qiang& Hu, Duo& Liu, Jinpei. Removal of Salt and Pepper Noise in Corrupted Image Based on Multilevel Weighted Graphs and IGOWA Operator. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1209089

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1209089