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2021

Image to Image Translation : Generating maps from satellite images

Ingale, Vaishali, Singh, Rishabh, Patwal, Pragati

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Generation of maps from satellite images is conventionally done by a range of tools.

Maps became an important part of life whose conversion from satellite images may be a bit expensive but Generative models can pander to this challenge.
These models aims at finding the patterns between the input and output image.
Image to image translation is employed to convert satellite image to corresponding map.

Image to Image Translation : Generating maps from satellite images · Around

Built on

Kingma, D. P. and Welling, M. (2013) ’Auto-Encoding Variational Bayes’
2013
Earlier work this paper cites.
Goodfellow, I. J.; Pouget-Abadie, J.; Mirza, M.; Xu, B.; Warde-Farley, D.; Ozair, S.; Courville, A.; and Bengio, Y. 2014. Generative Adversarial Networks. arXiv:1406.2661
Original
2014
Earlier work this paper cites.
Mirza, M., and Osindero, S. 2014. Conditional GANs. arXiv:1411.1784
Original
2014
Earlier work this paper cites.

Similar

Isola, P.; Zhu, J.-Y.; Zhou, T.; and Efros, A. A. 2016. Image-to-Image Translation with Conditional Adversarial Networks. ArXiv:1611.07004
Original
2016
Cited alongside, same era.
Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A. Efros, (Unpaired image-to-image translation using cycle-consistent adversarial networks), arXiv preprint arXiv:1703.10593v6, 2017
Original
2017
Cited alongside, same era.
Zizhao Zizhao Zhang, Lin Yang, and Yefeng Zheng, (Translating and segmenting multimodal medical volumes with cycle- and shape-consistency generative adversarial network) , arXiv preprint arXiv:1802.09655v1, 2018
Original
2018
Cited alongside, same era.
Karras, Tero, Samuli Laine, and Timo Aila. A Style-Based Generator Architecture for Generative Adversarial Networks
Cited in the paper.
Tim Salimans, Ian Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, Xi Chen; Improved Techniques for Training GANs. arxiv:1606.03498
Original
Cited in the paper.

Then

Zhu, J.-Y.; Park, T.; Isola, P.; and Efros, A. A. 2018. Unpaired image-to-image translation using cycle-consistent adversarial networks. arXiv:1703.10593
Original
2018
Later among the works it cites.
A. Kamil and T. Shaikh, "Literature Review of Generative models for Image-to-Image translation problems," 2019 International Conference on Computational Intelligence and Knowledge Economy (ICCIKE), Dubai, United Arab Emirates, 2019, pp. 340-345, doi: 10.1109/ICCIKE47802.2019.9004254
2019
Later among the works it cites.
Swetava Ganguli; Pedro Garzo; Noa Glaser 2019. GeoGAN: A Condi- tional GAN with Reconstruction and Style Loss to Generate Standard Layer of Maps from Satellite Images
2019
Later among the works it cites.

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