IEEE Geoscience and Remote Sensing Magazine - June 2021 - 103
[Online]. Available: http://www.sciencedirect.com/science/article/pii/S0924271618300352.
doi: 10.1016/j.isprsjprs.2018.02.006.
[32] S. Srivastava, J. E. Vargas-Muñoz, and D. Tuia, " Understanding
urban landuse from the above and ground perspectives: A deep
learning, multimodal solution, " Remote Sens. Environ., vol. 228,
pp. 129-143, July 2019. doi: 10.1016/j.rse.2019.04.014.
[33] S. Salcedo-Sanz et al., " Machine learning information fusion in
earth observation: A comprehensive review of methods, applications
and data sources, " Inf. Fusion, vol. 63, pp. 256-272, Nov.
2020. doi: 10.1016/j.inffus.2020.07.004.
[34] S. Workman, R. Souvenir, and N. Jacobs, " Wide-area image
geolocalization with aerial reference imagery, " in Proc. IEEE Int.
Conf. Comput. Vis. (ICCV), 2015, pp. 3961-3969.
[35] T. Salem, S. Workman, and N. Jacobs, " Learning a dynamic map
of visual appearance, " in Proc. IEEE Conf. Comput. Vis. Pattern
Recognit. (CVPR), 2020, pp. 12,435-12,444.
[36] R. Kitchin, " Big data and human geography: Opportunities,
challenges and risks, " Dialogues Human Geogr., vol. 3, no. 3,
pp. 262-267, 2013. doi: 10.1177/2043820613513388.
[37] J. E. Vargas, S. Srivastava, D. Tuia, and A. X. Falcão, " OpenStreetMap:
Challenges and opportunities in machine learning and
remote sensing, " IEEE Geosci. Remote Sens. Mag., vol. 9, no. 1,
pp. 184-199, 2021.
[38] M. Zhai, T. Salem, C. Greenwell, S. Workman, R. Pless, and N. Jacobs,
" Learning geo-temporal image features, " in Proc. Brit. Mach.
Vis. Conf. (BMVC), 2018, pp. 1-12.
[39] J. Lin, L. Mou, T. Yu, X. Zhu, and Z. J. Wang, " Dual adversarial
network for unsupervised ground/satellite-to-aerial scene adaptation, "
in Proc. 28th ACM Int. Conf. Multimedia, ACM, 2020,
pp. 10-18. doi: 10.1145/3394171.3413893.
[40] Y. Shi, X. Yu, L. Liu, T. Zhang, and H. Li, " Optimal feature
transport for cross-view image geo-localization, " in Proc. Assoc.
Adv. Artif. Intell., 2020, pp. 11,990-11,997. doi: 10.1609/aaai.
v34i07.6875.
[41] Y. Shi, X. Yu, D. Campbell, and H. Li, " Where am I looking at?
joint location and orientation estimation by cross-view matching, "
in Proc. IEEE/CVF Conf. Comput. Vis. Pattern Recognit., 2020,
pp. 4064-4072.
[42] X. Deng, Y. Zhu, and S. Newsam, " What is it like down there?:
Generating dense ground-level views and image features from
overhead imagery using conditional generative adversarial networks, "
in Proc. 26th ACM SIGSPATIAL Int. Conf. Adv. Geogr. Inf.
Syst., 2018, pp. 43-52. doi: 10.1145/3274895.3274969.
[43] K. Regmi and M. Shah, " Bridging the domain gap for groundto-aerial
image matching, " in Proc. IEEE Int. Conf. Comput. Vis.,
2019, pp. 470-479.
[44] X. Lu, Z. Li, Z. Cui, M. R. Oswald, M. Pollefeys, and R. Qin, " Geometry-aware
satellite-to-ground image synthesis for urban areas, "
in Proc. IEEE/CVF Conf. Comput. Vis. Pattern Recognit., 2020,
pp. 859-867.
[45] T. Salem, M. Zhai, S. Workman, and N. Jacobs, " A multimodal
approach to mapping soundscapes, " in Proc. IEEE Int. Geosci. Remote
Sens. Symp. (IGARSS), 2018, pp. 1-4.
[46] S. Workman, R. Souvenir, and N. Jacobs, " Understanding and
mapping natural beauty, " in Proc. IEEE Int. Conf. Comput. Vis.
(ICCV), 2017, pp. 5589-5598.
JUNE 2021 IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
[47] Y. Zhu and S. Newsam, " Spatio-temporal sentiment hotspot
detection using geotagged photos, " in Proc. 24th ACM SIGSPATIAL
Int. Conf. Adv. Geogr. Inf. Syst., 2016, pp. 1-4. doi:
10.1145/2996913.2996978.
[48] F. Zhang et al., " Measuring human perceptions of a largescale
urban region using machine learning, " Landscape Urban
Plan, vol. 180, pp. 148-160, Dec. 2018. doi: 10.1016/j.landurbplan.2018.08.020.
[49]
F. Zhang, B. Zhou, C. Ratti, and Y. Liu, " Discovering place-informative
scenes and objects using social media photos, " Roy. Soc.
Open. Sci., vol. 6, no. 3, p. 181,375, 2019. doi: 10.1098/rsos.181375.
[50] T. J. Bird et al., " Statistical solutions for error and bias in global
citizen science datasets, " Biol. Conserv., vol. 173, pp. 144-154,
May 2014. [Online]. Available: http://www.sciencedirect.com/
science/article/pii/S0006320713002693 doi: 10.1016/j.biocon.
2013.07.037.
[51] H. Bahng, S. Chun, S. Yun, J. Choo, and S. J. Oh, " Learning debiased
representations with biased representations, " in Proc. 37th
Int. Conf. Mach. Learn., 2020, pp. 528-539.
[52] A. Pérez-Suay, V. Laparra, G. Mateo-García, J. Muñoz-Marí, L.
Gómez-Chova, and G. Camps-Valls, " Fair kernel learning, " in
Machine Learning and Knowledge Discovery in Databases, ser. Lecture
Notes in Computer Science, M. Ceci, J. Hollmén, L. Todorovski,
C. Vens, and S. Džeroski, Eds. New York: Springer-Verlag, 2017,
pp. 339-355.
[53] P. Cihon and T. Yasseri, " A biased review of biases in twitter studies
on political collective action, " Front. Phys., vol. 4, p. 34, Aug.
2016. doi: 10.3389/fphy.2016.00034.
[54] F. Morstatter and H. Liu, " Discovering, assessing, and mitigating
data bias in social media, " Online Soc. Netw. Media,
vol. 1, pp. 1-13, June 2017. [Online]. Available: http://www
.sciencedirect.com/science/article/pii/S2468696416300040.
doi: 10.1016/j.osnem.2017.01.001.
[55] S. Law and M. Neira, " An unsupervised approach to geographical
knowledge discovery using street level and street network
images, " in Proc. SIGSPATIAL Workshop GEOAI, 2019, pp. 56-65.
doi: 10.1145/3356471.3365238.
[56] M. Imran, F. Ofli, D. Caragea, and A. Torralba, " Using AI and
social media multimodal content for disaster response and management:
Opportunities, challenges, and future directions, " Inf.
Process. Manage., vol. 57, no. 5, p. 102,261, 2020. doi: 10.1016/j.
ipm.2020.102261.
[57] P. Chaudhary, S. D'Aronco, J. Leitão, K. Schindler, and J. D. Wegner,
" Water level prediction from social media images with a
multi-task ranking approach, " ISPRS J. Photogram. Remote Sens.,
vol. 167, pp. 252-262, Sept. 2020. doi: 10.1016/j.isprsjprs.2020
.07.003.
[58] D. Gurari et al., " Vizwiz grand challenge: Answering visual questions
from blind people, " in Proc. Comput. Vis. Pattern Recognit.
(CVPR), 2019, pp. 3608-3617.
[59] J. Johnson, L. Fei-Fei, B. Hariharan, C. L. Zitnick, L. van der
Maaten, and R. Girshick, " CLEVR: A diagnostic dataset for compositional
language and elementary visual reasoning, " in Proc.
Compt. Vis. Pattern Recognit. (CVPR), 2017, pp. 2901-2910.
[60] Z. Shi and Z. Zou, " Can a machine generate humanlike language
descriptions for a remote sensing image? " IEEE Trans. Geosci.
103
http://www.sciencedirect.com/science/article/pii/so924271618300352
http://www.sciencedirect.com/science/article/pii/so924271618300352
http://www.sciencedirect.com/science/article/pii/s0006320713002693
http://www.sciencedirect.com/science/article/pii/s0006320713002693
http://www.sciencedirect.com/science/article/pii/S2468696416300040
http://www.sciencedirect.com/science/article/pii/S2468696416300040
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