A novel two-step noise reduction approach for interferometric phase images. (October 2019)
- Record Type:
- Journal Article
- Title:
- A novel two-step noise reduction approach for interferometric phase images. (October 2019)
- Main Title:
- A novel two-step noise reduction approach for interferometric phase images
- Authors:
- Gao, Yandong
Zhang, Shubi
Li, Tao
Guo, Li
Chen, Qianfu
Li, ShiJin - Abstract:
- Highlights: This paper is the first to use the matrix pencil model to extract the main phase component of the interferometric phase in combination with a simple and effective adaptive window determination method. This paper is the first to filter the residual phase by a fast NLM filtering method and then to combine the principal phase component obtained in the first step with the residual phase filtered in the second step, thereby revealing the final filtered phase. This method combines the advantages of frequency domain filtering and spatial domain filtering, thereby obtaining superior filtering results. Abstract: Interferometric phase filtering is a key step in InSAR data processing. However, when utilizing interferometric phase filtering methods, it is difficult to preserve useful phase information while eliminating as many residuals as possible. This paper proposes a novel two-step noise reduction approach for interferometric phase images. This method uses the amended matrix pencil model to extract the main phase component of the interferometric phase in combination with a simple and effective adaptive window determination method for the first time. Then, fast non-local means filtering is used to extract an accurate residual phase component. Finally, the principal phase component extracted in the first step is summed with the residual component from the second step to obtain the final result. Several common interferometric phase filtering methods are compared using twoHighlights: This paper is the first to use the matrix pencil model to extract the main phase component of the interferometric phase in combination with a simple and effective adaptive window determination method. This paper is the first to filter the residual phase by a fast NLM filtering method and then to combine the principal phase component obtained in the first step with the residual phase filtered in the second step, thereby revealing the final filtered phase. This method combines the advantages of frequency domain filtering and spatial domain filtering, thereby obtaining superior filtering results. Abstract: Interferometric phase filtering is a key step in InSAR data processing. However, when utilizing interferometric phase filtering methods, it is difficult to preserve useful phase information while eliminating as many residuals as possible. This paper proposes a novel two-step noise reduction approach for interferometric phase images. This method uses the amended matrix pencil model to extract the main phase component of the interferometric phase in combination with a simple and effective adaptive window determination method for the first time. Then, fast non-local means filtering is used to extract an accurate residual phase component. Finally, the principal phase component extracted in the first step is summed with the residual component from the second step to obtain the final result. Several common interferometric phase filtering methods are compared using two sets of simulated data and one set of real TanDEM-X InSAR data. The results show that the proposed method can not only preserve useful phase information but also effectively remove residuals. In addition, the proposed method boasts a superior filtering efficiency. … (more)
- Is Part Of:
- Optics and lasers in engineering. Volume 121(2019)
- Journal:
- Optics and lasers in engineering
- Issue:
- Volume 121(2019)
- Issue Display:
- Volume 121, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 121
- Issue:
- 2019
- Issue Sort Value:
- 2019-0121-2019-0000
- Page Start:
- 1
- Page End:
- 10
- Publication Date:
- 2019-10
- Subjects:
- Interferometric phase filtering -- Interferometric synthetic aperture radar -- Amended matrix pencil -- Phase principal component -- Adaptive window -- Fast non-local means filtering
Lasers in engineering -- Periodicals
Optical measurements -- Periodicals
Optics -- Periodicals
Lasers en ingénierie -- Périodiques
Mesures optiques -- Périodiques
Optique -- Périodiques
621.36605 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01438166 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.optlaseng.2019.03.008 ↗
- Languages:
- English
- ISSNs:
- 0143-8166
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6273.443000
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- 10923.xml