IEEE Geoscience and Remote Sensing Magazine - June 2021 - 27

[16] L. Zhou, H. Yu, and Y. Lan, " Deep convolutional neural network-based
robust phase gradient estimation for two-dimensional
phase unwrapping using SAR interferograms, " IEEE
Trans. Geosci. Remote Sens., vol. 58, no. 7, pp. 4653-4665, July
2020. doi: 10.1109/TGRS.2020.2965918.
[17] F. Yu and V. Koltun, " Multi-scale context aggregation by dilated
convolutions, " in Proc. Int. Conf. Learning Representations. Caribe
Hilton, San Juan, Puerto Rico, May 2016, pp. 1-13.
[18] F. Sica, F. Calvanese, G. Scarpa, and P. Rizzoli, " A CNN-based
coherence-driven approach for InSAR phase unwrapping, "
IEEE Geosci. Remote Sens. Lett., pp. 1-5, Oct. 2020. doi: 10.1109/
LGRS.2020.3029565.
[19] H. Yu and Z. Li, " Z. Residues cluster-based segmentation and
outlier-detection method for large-scale phase unwrapping, "
IEEE Trans. Geosci. Remote Sens., vol. 20, no. 10, pp. 2865-2975,
Oct. 2011.
[20] A. Collaro, G. Franceschetti, F. Pahnieri, and M. S. Ferreiro,
" Phase unwrapping by means of genetic algorithms, "
Appl. Opt., vol. 15, no. 2, pp. 407-418, 1998. doi: 10.1364/
JOSAA.15.000407.
[21] S. Karout, M. Gdeisat, D. Burton, and M. Lalor, " Two-dimensional
phase unwrapping using a hybrid genetic algorithm, " Appl. Opt.,
vol. 46, no. 5, pp. 730-743, 2007. doi: 10.1364/AO.46.000730.
[22] R. Cusack, J. M. Huntley, and H. T. Goldstein, " Improved noiseimmune
phase-unwrapping algorithm, " Appl. Opt., vol. 34,
no. 5, pp. 781-789, 1995. doi: 10.1364/AO.34.000781.
[23] B. Gutmann, " Phase unwrapping with the branch-cut method:
Clustering of discontinuity sources and reverse simulated annealing, "
Appl. Opt., vol. 38, no. 26, pp. 5577-5793, 1999. doi:
10.1364/AO.38.005577.
[24] Q. Huang, H. Zhou, S. Dong, and S. Xu, " Parallel branch-cut
algorithm based on simulated annealing for large-scale phase
unwrapping, " IEEE Trans. Geosci. Remote Sens., vol. 53, no. 7,
pp. 3833-3846, July 2015. doi: 10.1109/TGRS.2014.2385482.
[25] Z. Q. Wei, F. Xu, and Y. Q. Jin, " Phase unwrapping for SAR interferometry
based on an ant colony optimization algorithm, "
Int. J. Remote Sens., vol. 29, no. 3, pp. 711-725, 2008. doi:
10.1080/01431160701281049.
[26] L. Zhou, H. Yu, Y. Lan, and M. Xing, " Deep learning based
branch cut method for InSAR two-dimensional phase unwrapping, "
IEEE Trans. Geosci. Remote Sens., to be published.
[27] L. An, Q. S. Xiang, and S. Chavez, " Mask cut optimization in
two-dimensional phase unwrapping, " IEEE Trans. Geosci. Remote
Sens., vol. 9, no. 3, pp. 338-342, 2011.
[28] L. Guerriero, " New regularization scheme for phase unwrapping, "
Appl. Opt., vol. 37, no. 14, pp. 3053-3058, 1998. doi:
10.1364/AO.37.003053.
[29] S. Stramaglia, L. Guerriero, G. Pasquariello, and N. Veneziani,
" Mean-field annealing for phase unwrapping, " Appl. Opt., vol.
38, no. 8, pp. 3053-3058, 1999. doi: 10.1364/AO.38.001377.
[30] R. Chen, W. Yu, R. Wang, G. Liu, and Y. Shao, " Integrated denoising
and unwrapping of InSAR phase based on Markov
random fields, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 8,
pp. 4473-4485, 2013. doi: 10.1109/TGRS.2013.2268969.
[31] L. Zhou, D. Chai, Y. Xia, P. Ma, and H. Lin, " Interferometric
synthetic aperture radar phase unwrapping based on sparse
JUNE 2021 IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
Markov random fields by graph cuts, " J. Appl. Remote Sens.,
vol. 12, no. 1, p. 015006, 2018. doi: 10.1117/1.JRS.12.015006.
[32] J. M. Bioucas-Dias and G. Valadao, " Phase unwrapping via
graph cuts, " IEEE Trans. Image Process., vol. 16, no. 3, pp. 698-
709, Mar. 2007. doi: 10.1109/TIP.2006.888351.
[33] K. He, X. Zhang, S. Ren, and J. Sun, " Deep residual learning for
image recognition, " in Proc. IEEE Conf. Comput. Vision Pattern
Recogn., 2016, pp. 770-778.
[34] G. Dardikman and N. T. Shaked, " Phase unwrapping using residual
neural networks, " in Proc. Comput. Opt. Sens. Imag., Paper
CW3BC5, 2018.
[35] O. Ronneberger, P. Fischer, and T. Brox, " U-Net: Convolutional
networks for biomedical image segmentation, " May 2015,
arXiv:1505.04597v1 [cs.CV].
[36] K. Wang, Y. Li, Q. Kemao, J. Di, and J. Zhao, " One-step robust
deep learning phase unwrapping, " Opt. Express, vol. 27, no. 10,
pp. 15,100-15,115, May 2019. doi: 10.1364/OE.27.015100.
[37] Z. Wu, H. Zhang, Y. Wang, T. Wang, and R. Wang, " A deep learning
method for local subsidence detection and InSAR phase unwrapping:
Application to mining deformation monitoring, " in
Proc. 2020 Int. Geoscience and Remote Sensing Symp., Virtual Symp.,
pp. 20-23.
[38] D. C. Ghiglia and L. A. Romero, " Robust two-dimensional
weighted and unweighted phase unwrapping that uses fast
transforms and iterative methods, " J. Opt. Soc. Amer. A, vol. 11,
no. 1, pp. 107-117, Nov. 1994. doi: 10.1364/JOSAA.11.000107.
[39] H. Yu, Y. Lan, H. Lee, and N. Cao, " Two-dimensional phase
unwrapping using minimum infinity-norm, " IEEE Geosci. Remote
Sens. Lett., vol. 15, no. 12, pp. 1887-1891, Dec. 2018. doi:
10.1109/LGRS.2018.2865601.
[40] G. E. Spoorthi, S. Gorthi, and R. Gorthi, " Phasenet: A deep
convolutional neural network for two-dimensional phase unwrapping, "
IEEE Signal Process. Lett., vol. 26, no. 1, pp. 54-58,
Jan. 2019. doi: 10.1109/LSP.2018.2879184.
[41] J. Long, E. Shelhamer, and T. Darrell. " Fully convolutional
networks for semantic segmentation, " in Proc. IEEE Conf.
Comput. Vision Pattern Recogn., Boston, MA, June 2015,
pp. 3431-3440.
[42] J. Zhang, X. Tian, J. Shao, H. Luo, and R. Liang, " Phase unwrapping
in optical metrology via denoised and convolutional segmentation
networks, " Opt. Express, vol. 27, no. 10, pp. 14,903-
14,912, 2019. doi: 10.1364/OE.27.014903.
[43] L.-C. Chen, G. Papandreou, F. Schroff, and H. Adam, " Rethinking
atrous convolution for semantic image segmentation, "
2017. [Online]. Available: http://arxiv.org/abs/1706.05587
[44] T. Zhang et al., " Rapid and robust two-dimensional phase
unwrapping via deep learning, " Opt. Express, vol. 27, no. 16,
pp. 23,173-23,185, July 2019. doi: 10.1364/OE.27.023173.
[45] S. Jegou, M. Drozdzal, D. Vazquez, A. Romero, and Y. Bengio. " The
one hundred layers tiramisu: Fully convolutional DenseNets for
semantic segmentation, " in Proc. IEEE Conf. Comput. Vis. Pattern
Recogn. Workshops (CVPRW), July 2017, pp. 11-C19.
[46] G. E. Spoorthi, S. Gorthi, and R. Gorthi, " PhaseNet 2.0: Phase
Unwrapping of Noisy Data Based on Deep Learning Approach, "
IEEE Trans. Image Process., vol. 29, pp. 4862-4872,
Mar. 2020. doi: 10.1109/TIP.2020.2977213.
27
http://www.arxiv.org/abs/1706.05587

IEEE Geoscience and Remote Sensing Magazine - June 2021

Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - June 2021

Contents
IEEE Geoscience and Remote Sensing Magazine - June 2021 - Cover1
IEEE Geoscience and Remote Sensing Magazine - June 2021 - Cover2
IEEE Geoscience and Remote Sensing Magazine - June 2021 - Contents
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 2
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 3
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 4
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 5
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 6
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 7
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 8
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 9
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 10
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 11
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 12
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 13
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 14
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 15
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 16
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 17
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 18
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 19
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 20
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 21
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 22
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 23
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 24
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 25
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 26
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 27
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 28
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 29
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 30
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 31
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 32
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 33
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 34
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 35
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 36
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 37
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 38
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 39
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 40
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 41
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 42
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 43
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 44
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 45
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 46
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 47
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 48
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 49
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 50
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 51
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 52
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 53
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 54
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 55
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 56
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 57
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 58
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 59
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 60
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 61
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 62
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 63
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 64
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 65
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 66
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 67
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 68
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 69
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 70
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 71
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 72
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 73
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 74
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 75
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 76
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 77
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 78
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 79
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 80
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 81
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 82
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 83
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 84
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 85
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 86
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 87
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 88
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 89
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 90
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 91
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 92
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 93
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 94
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 95
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 96
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 97
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 98
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 99
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 100
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 101
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 102
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 103
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 104
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 105
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 106
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 107
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 108
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 109
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 110
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 111
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 112
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 113
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 114
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 115
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 116
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 117
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 118
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 119
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 120
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 121
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 122
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 123
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 124
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 125
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 126
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 127
IEEE Geoscience and Remote Sensing Magazine - June 2021 - 128
IEEE Geoscience and Remote Sensing Magazine - June 2021 - Cover3
IEEE Geoscience and Remote Sensing Magazine - June 2021 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2013
https://www.nxtbookmedia.com