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Is it possible to build a system to determine the location where a photo was taken using just its pixels? In general, the problem seems exceptionally difficult: it is trivial to construct situations where no location can be inferred.
Finding Structure in Time
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Long short-term memory
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Video Google: A Text Retrieval Approach to Object Matching in Videos
J. Sivic and A. Zisserman · 2003
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Framewise Phoneme Classification with Bidirectional LSTM and Other Neural Network Architectures
A. Graves and J. Schmidthuber · 2005
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Scalable recognition with a vocabulary tree
D. Nistér and H. Stewénius · 2006
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Object Retrieval with Large Vocabularies and Fast Spatial Matching
J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman · 2007
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IM2GPS: estimating geographic information from a single image
J. Hays and A. Efros · 2008
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Hamming embedding and weak geometric consistency for large scale image search
H. Jégou, M. Douze, and C. Schmid · 2008
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World-Scale Mining of Objects and Events from Community Photo Collections
T. Quack, B. Leibe, and L. Van Gool · 2008
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ImageNet: A Large-Scale Hierarchical Image Database
J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei · 2009
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Evaluation of gist descriptors for web-scale image search
M. Douze, H. Jégou, S. Harsimrat, L. Amsaleg, and C. Schmid · 2009
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I Know What You Did Last Summer: Object-Level Auto-Annotation of Holiday Snaps
S. Gammeter, T. Quack, and L. Van Gool · 2009
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From structure-from-motion point clouds to fast location recognition
A. Irschara, C. Zach, J.-M. Frahm, and H. Bischof · 2009
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Image Sequence Geolocation with Human Travel Priors
E. Kalogerakis, O. Vesselova, J. Hays, A. Efros, and A. Hertzmann · 2009
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Landmark classification in large-scale image collections
Y. Li, D. J. Crandall, and D. P. Huttenlocher · 2009
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Tour the world: Building a Web-Scale Landmark Recognition Engine
Y.-T. Zheng, M. Zhao, Y. Song, H. Adam, U. Buddemeier, A. Bissacco, F. Brucher, T.-S. Chua, and H. Neven · 2009
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Retrieving Landmark and Non-Landmark Images from Community Photo Collections
Y. Avrithis, Y. Kalantidis, G. Tolias, and E. Spyrou · 2010
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Handling urban location recognition as a 2D homothetic problem
G. Baatz, K. Koeser, D. Chen, R. Grzeszczuk, and M. Pollefeys · 2010
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Improving Bag-of-Features for Large Scale Image Search
H. Jégou, M. Douze, and C. Schmid · 2010
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Avoiding confusing features in place recognition
J. Knopp, J. Sivic, and T. Pajdla · 2010
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Location Recognition using Prioritized Feature Matching
Y. Li, N. Snavely, D. Huttenlocher, and P. Fua · 2010
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Learning a Fine Vocabulary
A. Mikulik, M. Perdoch, O. Chum, and J. Matas · 2010
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SKYLINE2GPS: Localization in urban canyons using omni-skylines
S. Ramalingam, S. Bouaziz, P. Sturm, and M. Brand · 2010
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Cross-view Image Geolocalization
T.-Y. Lin, S. Belongie, and J. Hays · 2013
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To aggregate or not to aggregate: selective matchkernels for image search
G. Tolias, Y. Avrithis, and H. Jegou · 2013
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Neural codes for image retrieval
A. Babenko, A. Slesarev, A. Chigorin, and V. Lempitsky · 2014
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Unsupervised Non-parametric Geospatial Modeling from Ground Imagery
N. Frey, A. Torralba, and C. Stauffer · 2014
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Large-Scale Image Geolocalization
J. Hays and A. Efros · 2014
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CNN features off-the-shelf: An astounding baseline for recognition
A. S. Razavian, H. Azizpour, J. Sullivan, and S. Carlsson · 2014
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Accurate Image Localization Based on Google Maps Street View
A. R. Zamir and M. Shah · 2010
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Clues from the Beaten Path: Location Estimation with Bursty Sequences of Tourist Photos
C.-Y. Chen and K. Grauman · 2011
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City-scale landmark identification on mobile devices
D. Chen, G. Baatz, K. Köser, S. Tsai, R. Vedantham, T. Pylvänäinen, K. Roimela, X. Chen, J. Bach, M. Pollefeys, B. Girod, and R. Grzeszczuk · 2011
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Adaptive Subgradient Methods for Online Learning and Stochastic Optimization
J. Duchi, E. Hazan, and Y. Singer · 2011
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From images to scenes: Compressing an image cluster into a single scene model for place recognition
E. Johns and G.-Z. Yang · 2011
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Fast image-based localization using direct 2d-to-3d matching
T. Sattler, B. Leibe, and L. Kobbelt · 2011
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OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks
P. Sermanet, D. Eigen, X. Zhang, M. Mathieu, R. Fergus, and Y. LeCun · 2014
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Learning fine-grained image similarity with deep ranking
J. Wang, Y. Song, T. Leung, C. Rosenberg, J. Wang, J. Philbin, B. Chen, and Y. Wu · 2014
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SUN Database: Exploring a Large Collection of Scene Categories
J. Xiao, K. A. Ehinger, J. Hays, A. Torralba, and A. Oliva · 2014
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Image Geo-Localization Based on Multiple Nearest Neighbor Feature Matching Using Generalized Graphs
A. R. Zamir and M. Shah · 2014
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Visualizing and Understanding Convolutional Networks
M. Zeiler and R. Fergus · 2014
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Graph-Based Discriminative Learning for Location Recognition
S. Cao and N. Snavely · 2015
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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
S. Ioffe and C. Szegedy · 2015
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Predicting Good Features for Image Geo-Localization Using Per-Bundle VLAD
H. J. Kim, E. Dunn, and J.-M. Frahm · 2015
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Predicting Geo-informative Attributes in Large-Scale Image Collections Using Convolutional Neural Networks
S. Lee, H. Zhang, and D. J. Crandall · 2015
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Learning Deep Representations for Ground-to-Aerial Geolocalization
T.-Y. Lin, Y. Cui, S. Belongie, and J. Hays · 2015
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Going Deeper with Convolutions
C. Szegedy, W. Liu, Y. Jia, P. Sermanet, S. Reed, D. Anguelov, D. Erhan, V. Vanhoucke, and A. Rabinovich · 2015
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Wide-Area Image Geolocalization with Aerial Reference Imagery
S. Workman, R. Souvenir, and N. Jacobs · 2015
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