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2018

DeepGeo: Photo Localization with Deep Neural Network

Suresh, Sudharshan, Chodosh, Nathaniel, Abello, Montiel

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In this paper we address the task of determining the geographical location of an image, a pertinent problem in learning and computer vision.

This research was inspired from playing GeoGuessr, a game that tests a humans' ability to localize themselves using just images of their surroundings.
In particular, we wish to investigate how geographical, ecological and man-made features generalize for random location prediction.
This is framed as a classification problem: given images sampled from the USA, the most-probable state among 50 is predicted.

DeepGeo: Photo Localization with Deep Neural Network · Around

Built on

Geometric reasoning for map-based localization
Thompson, W. B., Valiquette, C. M., Bennet, B., and Sutherland, K. T. (1996) · 1996
Earlier work this paper cites.
IM2GPS: estimating geographic information from a single image
Hays, J. and Efros, A. A. (2008) · 2008
Earlier work this paper cites.
Skyline2GPS: Localization in urban canyons using omni-skylines
Ramalingam, S., Bouaziz, S., Sturm, P., and Brand, M. (2010) · 2010
Earlier work this paper cites.

Similar

Accurate image localization based on google maps street view
Zamir, A. R. and Shah, M. (2010) · 2010
Cited alongside, same era.
Graph-based discriminative learning for location recognition
Cao, S. and Snavely, N. (2013) · 2013
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Image geo-localization based on multiple nearest neighbor feature matching using generalized graphs
Zamir, A. R. and Shah, M. (2014) · 2014
Cited alongside, same era.
Predicting good features for image geo-localization using per-bundle VLAD
Kim, H. J., Dunn, E., and Frahm, J.-M
Cited in the paper.

Then

Deep residual learning for image recognition
Original
He, K., Zhang, X., Ren, S., and Sun, J. (2015) · 2015
Later among the works it cites.
NetVLAD: CNN architecture for weakly supervised place recognition
Arandjelovic, R., Gronat, P., Torii, A., Pajdla, T., and Sivic, J. (2016) · 2016
Later among the works it cites.
PlaNet-photo geolocation with convolutional neural networks
Weyand, T., Kostrikov, I., and Philbin, J. (2016) · 2016
Later among the works it cites.

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