IEEE Geoscience and Remote Sensing Magazine - December 2017 - 36
for disparity, optical flow, and scene flow estimation," in Proc.
IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR),
2016, pp. 4040-4048.
[170] D. Marmanis, J. D. Wegner, S. Galliani, K. Schindler, M. Datcu, and U. Stilla, "Semantic segmentation of aerial images
with an ensemble of fully convolutional neural networks," in
Proc. ISPRS Ann. Photogrammetry, Remote Sensing and Spatial Information Sciences, 2016, pp. 473-480.
[171] C. Häne, C. Zach, A. Cohen, R. Angst, and M. Pollefeys, "Joint
3D scene reconstruction and class segmentation," in Proc. IEEE
Int. Conf. Computer Vision and Pattern Recognition (CVPR), 2013,
pp. 97-104.
[172] M. Bláha, C. Vogel, A. Richard, J. D. Wegner, T. Pock, and K.
Schindler, "Large-scale semantic 3D reconstruction: An adaptive multi-resolution model for multi-class volumetric labeling," in Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR), 2016, pp. 3176-3184.
[173] M. Bláha, C. Vogel, A. R ichard, J. D. Wegner, T. Pock, and
K. Schindler, "Towards integrated 3D reconstruction and
semantic interpretation of urban scenes," in Proc. Dreiländertagung der SGPF, DGPF und OVG: Lösungen für eine Welt im
Wandel: Vorträge, 2016, pp. 44-53.
[174] Y. Bengio. (2012). Practical recommendations for gradientbased training of deep architectures. arXiv. [Online]. Available:
https://arxiv.org/abs/1206.5533
[175] G. Montavon, G. B. Orr, and K.-R. Müller, Neural Networks:
Tricks of the Trade. New York: Springer-Verlag, 2012.
[176] M. Castelluccio, G. Poggi, C. Sansone, and L. Verdoliva. (2015).
Land use classification in remote sensing images by convolutional neural networks. arXiv. [Online]. Available: https://arxiv
.org/abs/1508.00092
[177] Y. Yang and S. Newsam, "Bag-of-visual-words and spatial extensions for land-use classification," in Proc. ACM SIGSPATIAL
Int. Conf. Advances in Geographic Information Systems (ACM GIS),
2010, pp. 270-279.
[178] G. Cheng, J. Han, and X. Lu, "Remote sensing image scene
classification: Benchmark and state of the art," Proc. IEEE. doi:
10.1109/JPROC.2017.2675998.
[179] M. Volpi and V. Ferrari, "Semantic segmentation of urban scenes
by learning local class interactions," in Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR) Workshop on EarthVision, 2015, pp. 1-9.
[180] Y. Wang, X. X. Zhu, B. Zeisl, and M. Pollefeys, "Fusing meterresolution 4-D InSAR point clouds and optical images for semantic urban infrastructure monitoring," IEEE Trans. Geosci.
Remote Sens., vol. 55, no. 1, pp. 14-26, 2017.
[181] A. Kendall, V. Badrinarayanan, and R. Cipolla. (2015). Bayesian
SegNet: Model uncertainty in deep convolutional encoder-decoder architectures for scene understanding. arXiv. [Online].
Available: https://arxiv.org/abs/1511.02680
[182] P. Gong, L. Yu, C. Li, J. Wang, L. Liang, X. Li, L. Ji, Y. Bai, Y.
Cheng, and Z. Zhu, "A new research paradigm for global land
cover mapping," Ann. GIS, vol. 22, no. 2, pp. 1-16, 2016.
36
[183] T. Mitchell, W. Cohen, E. Hruschka, P. Talukdar, J. Betteridge,
A. Carlson, B. Dalvi, M. Gardner, B. Kisiel, J. Krishnamurthy,
N. Lao, K. Mazaitis, T. Mohamed, N. Nakashole, E. Platanios,
A. Ritter, M. Samadi, B. Settles, R. Wang, D. Wijaya, A. Gupta,
X. Chen, A. Saparov, M. Greaves, and J. Welling, "Never-ending
learning," in Proc. Conf. Artificial Intelligence (AAAI), 2015, pp.
2302-2310.
[184] R. Raina, A. Battle, H. Lee, B. Packer, and A. Y. Ng, "Self-taught
learning: Transfer learning from unlabeled data," in Proc. IEEE
Int. Conf. Machine Learning (ICML), 2007, pp. 759-766.
[185] T. Durand, N. Thome, and M. Cord, "Weldon: Weakly supervised learning of deep convolutional neural networks," in Proc.
IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR),
2016, pp. 4743-4752.
[186] R. Johnson and T. Zhang, "Supervised and semi-supervised text
categorization using LSTM for region embeddings," in Proc. IEEE
Int. Conf. Machine Learning (ICML), 2016, pp. 526-534.
[187] ISI. (2017, Sept.). Web of science. [Online]. Available: https://
webofknowledge.com
[188] IEEE GRSS. (2017). Image analysis and data fusion. [Online].
Available: http://www.grss-ieee.org/community/technicalcommittees/data-fusion/
[189] ISPRS. (2017). 2D semantic labeling contest. [Online]. Available: http://www2.isprs.org/commissions/comm3/wg4/
semantic-labeling.html
[190] M. De Felice. (2017, May 4). Which deep learning network is
best for you? IDG Communications. [Online]. Available: http://
www.cio.com/article/3193689/artificial-intelligence/whichdeep-learning-network-is-best-for-you.html
[191] NSF. (2010, Oct. 28). UC merced land use dataset. UC Merced.
[Online]. Available: http://vision.ucmerced.edu/datasets/
landuse.html
[192] G.-S. Xia, J. Hu, F. Hu, B. Shi, X. Bai, Y. Zhong, and L. Zhang.
(2017, Feb. 27). AID: A benchmark dataset for performance
evaluation of aerial scene classification. IEEE Trans. Geosci.
-Remote Sens. [Online]. Available: http://www.lmars.whu.edu
.cn/xia/AID-project.html
[193] EScience. (2016). NWPU-RESISC45 datasets. [Online]. Available: http://www.escience.cn/people/JunweiHan/NWPU-RE
SISC45.html
[194] M. Volpi. (2017). Zurich summer dataset. Google Sites. [Online]. Available: https://sites.google.com/site/michelevol
-piresearch/data/zurich-dataset.
[195] M. Volpi. (2017). Dense semantic labeling. Google Sites. [Online]. https://sites.google.com/site/michelevol piresearch/
codes/dense-labeling
[196] IEEE GRSS. (2017). 2017 IEEE GRSS data fusion contest. [Online]. Available: http://www.grss-ieee.org/2017-ieee-grss-datafusion-contest/
[197] Office of the Director of National Intelligence. (2017). Functional map of the world challenge. IARPA. [Online]. Available:
https://www.iarpa.gov/challenges/fmow.html
GRS
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
DECEMBER 2017
http://https://
http://www.webofknowledge.com
http://www.grss-ieee.org/community/technical
http://www2.isprs.org/commissions/comm3/wg4/
https://www.arxiv.org/abs/1206.5533
http://http://
http://www.cio.com/article/3193689/artificial-intelligence/which
https://arxiv
http://vision.ucmerced.edu/datasets/
http://www.lmars.whu.edu
http://www.escience.cn/people/JunweiHan/NWPU-RE
https://sites.google.com/site/michelevol
https://sites.google.com/site/michelevol
http://www.grss-ieee.org/2017-ieee-grss-data
https://www.arxiv.org/abs/1511.02680
https://www.iarpa.gov/challenges/fmow.html
Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - December 2017
IEEE Geoscience and Remote Sensing Magazine - December 2017 - Cover1
IEEE Geoscience and Remote Sensing Magazine - December 2017 - Cover2
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 1
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 2
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 3
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 4
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 5
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 6
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 7
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 8
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 9
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 10
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 11
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 12
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 13
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 14
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 15
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 16
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 17
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 18
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 19
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 20
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 21
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 22
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 23
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 24
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 25
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 26
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 27
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 28
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 29
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 30
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 31
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 32
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 33
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 34
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 35
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 36
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 37
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 38
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 39
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 40
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 41
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 42
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 43
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 44
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 45
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 46
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 47
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 48
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 49
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 50
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 51
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 52
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 53
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 54
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 55
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 56
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 57
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 58
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 59
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 60
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 61
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 62
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 63
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 64
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 65
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 66
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 67
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 68
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 69
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 70
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 71
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 72
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 73
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 74
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 75
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 76
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 77
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 78
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 79
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 80
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 81
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 82
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 83
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 84
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 85
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 86
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 87
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 88
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 89
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 90
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 91
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 92
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 93
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 94
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 95
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 96
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 97
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 98
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 99
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 100
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 101
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 102
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 103
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 104
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 105
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 106
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 107
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 108
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 109
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 110
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 111
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 112
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 113
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 114
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 115
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 116
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 117
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 118
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 119
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 120
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 121
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 122
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 123
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 124
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 125
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 126
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 127
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 128
IEEE Geoscience and Remote Sensing Magazine - December 2017 - Cover3
IEEE Geoscience and Remote Sensing Magazine - December 2017 - 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