publication . Other literature type . Conference object . Preprint . 2018

Modeling Urbanization Patterns with Generative Adversarial Networks

Albert, Adrian; Strano, Emanuele; Kaur, Jasleen; Gonzalez, Marta;
  • Published: 01 Jul 2018
  • Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Abstract
Comment: 4 pages, 4 figures
Subjects
ACM Computing Classification System: ComputerApplications_MISCELLANEOUS
free text keywords: Urbanization, Adversarial system, Computer vision, Spatial organization, Computer science, Artificial intelligence, business.industry, business, Generative grammar, Computer Science - Learning

[5] I. J. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio, “Generative Adversarial Networks,” ArXiv e-prints, June 2014.

[6] Alec Radford, Luke Metz, and Soumith Chintala, “Unsupervised representation learning with deep convolutional generative adversarial networks,” CoRR, vol. abs/1511.06434, 2015.

[7] DaoYu Lin, “Deep unsupervised representation learning for remote sensing images,” CoRR, vol. abs/1612.08879, 2016.

[8] Nikolay Jetchev, Urs Bergmann, and Roland Vollgraf, “Texture synthesis with spatial generative adversarial networks,” CoRR, vol. abs/1611.08207, 2016. [OpenAIRE]

[9] K. Schawinski, C. Zhang, H. Zhang, L. Fowler, and G. K. Santhanam, “Generative adversarial networks recover features in astrophysical images of galaxies beyond the deconvolution limit,” Monthly notices of the royal astronomical society, vol. 467, pp. 110-114, May 2017.

[10] M. Mustafa, D. Bard, W. Bhimji, R. Al-Rfou, and Z. Lukic´, “Creating Virtual Universes Using Generative Adversarial Networks,” ArXiv e-prints, June 2017.

[11] Thomas Esch, Wieke Heldens, Andreas Hirner, Manfred Keil, Mattia Marconcini, Achim Roth, Julian Zeidler, Stefan Dech, and Emanuele Strano, “Breaking new ground in mapping human settlements from space the global urban footprint,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 134, no. Supplement C, pp. 30 - 42, 2017.

[12] Oak Ridge National Laboratory, “Landscan global population dataset 2013,” Oak Ridge, Tennessee, 2014.

[13] Robert Hijmans, Julian Kapoor, John Wieczorek, Nel Garcia, Aileen Maunahan, Arnel Rala, and Alex Mandel, “Global administrative areas (gadm),” University of California, Davis. Available online at http: //www.gadm.org/version2, 2016.

[14] Tim Salimans, Ian J. Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, and Xi Chen, “Improved techniques for training gans,” CoRR, vol. abs/1606.03498, 2016.

Abstract
Comment: 4 pages, 4 figures
Subjects
ACM Computing Classification System: ComputerApplications_MISCELLANEOUS
free text keywords: Urbanization, Adversarial system, Computer vision, Spatial organization, Computer science, Artificial intelligence, business.industry, business, Generative grammar, Computer Science - Learning

[5] I. J. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio, “Generative Adversarial Networks,” ArXiv e-prints, June 2014.

[6] Alec Radford, Luke Metz, and Soumith Chintala, “Unsupervised representation learning with deep convolutional generative adversarial networks,” CoRR, vol. abs/1511.06434, 2015.

[7] DaoYu Lin, “Deep unsupervised representation learning for remote sensing images,” CoRR, vol. abs/1612.08879, 2016.

[8] Nikolay Jetchev, Urs Bergmann, and Roland Vollgraf, “Texture synthesis with spatial generative adversarial networks,” CoRR, vol. abs/1611.08207, 2016. [OpenAIRE]

[9] K. Schawinski, C. Zhang, H. Zhang, L. Fowler, and G. K. Santhanam, “Generative adversarial networks recover features in astrophysical images of galaxies beyond the deconvolution limit,” Monthly notices of the royal astronomical society, vol. 467, pp. 110-114, May 2017.

[10] M. Mustafa, D. Bard, W. Bhimji, R. Al-Rfou, and Z. Lukic´, “Creating Virtual Universes Using Generative Adversarial Networks,” ArXiv e-prints, June 2017.

[11] Thomas Esch, Wieke Heldens, Andreas Hirner, Manfred Keil, Mattia Marconcini, Achim Roth, Julian Zeidler, Stefan Dech, and Emanuele Strano, “Breaking new ground in mapping human settlements from space the global urban footprint,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 134, no. Supplement C, pp. 30 - 42, 2017.

[12] Oak Ridge National Laboratory, “Landscan global population dataset 2013,” Oak Ridge, Tennessee, 2014.

[13] Robert Hijmans, Julian Kapoor, John Wieczorek, Nel Garcia, Aileen Maunahan, Arnel Rala, and Alex Mandel, “Global administrative areas (gadm),” University of California, Davis. Available online at http: //www.gadm.org/version2, 2016.

[14] Tim Salimans, Ian J. Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, and Xi Chen, “Improved techniques for training gans,” CoRR, vol. abs/1606.03498, 2016.

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publication . Other literature type . Conference object . Preprint . 2018

Modeling Urbanization Patterns with Generative Adversarial Networks

Albert, Adrian; Strano, Emanuele; Kaur, Jasleen; Gonzalez, Marta;