Learning deep representations for ground-to-aerial geolocalization

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn 07-12-June-2015, Issue , 2015, Pages 5007-5015

  Lin, Tsung Yi ^a   Cui, Yin ^a   Belongie, Serge ^a   Hays, James ^b  

^a Cornell Tech ^*  (United States)

^b BROWN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AERIAL PHOTOGRAPHY; ALGORITHMS; COMPUTER VISION; IMAGE PROCESSING; LOCATION; PATTERN RECOGNITION; QUERY PROCESSING;

AERIAL IMAGERY; COMPLETE COVERAGES; FACE VERIFICATION; FEATURE REPRESENTATION; GEO-SPATIAL DATA; LARGE-SCALE DATABASE; REFERENCE DATABASE; TRADITIONAL COMPUTERS;

IMAGE MATCHING;

EID: 84959245070     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2015.7299135     Document Type: Conference Paper

References (30)

1. D. Anguelov, C. Dulong, D. Filip, C. Frueh, S. Lafon, R. Lyon, A. Ogale, L. Vincent, and J. Weaver. Google street view: Capturing the world at street level. Computer, 2010.
2. G. Baatz, O. Saurer, K. Koser, and M. Pollefeys. Large scale visual geo-Iocalization of images in mountainous terrain. In ECCV, 2012.
3. M. Bansal and K. Daniilidis. Geometric urban geolocalization. In CVPR, 2014.
4. M. Bansal, K. Daniilidis, and H. S. Sawhney. Ultra-wide baseline facade matching for geo-Iocalization. In ECCV Workshops, 2012.
5. T. Berg and P. N. Belhumeur. Tom-vs-Pete classifiers and identity-preserving alignment for face verification. In BMVC,2012.
6. T. Berg and P. N. Belhumeur. POOF: Part-Based One-vsOne Features for fine-grained categorization, face verification, and attribute estimation. In CVPR, 2013.
7. M. S. C harikar. S imilarity estimation techniques from rounding algorithms. In STOC, 2002.
8. D. C hen, X. C ao, F. Wen,a nd 1. Sun. B lessing of dimensionality: High-dimensional feature and its efficient compression for face verification. In CVPR, 2013.
9. D. M. Chen, G. Baatz, K. Koser, S. S. Tsai, R. Vedantham, T. Pylvanainen, K. R oimela, X. C hen, J. B ach, M. P ollefeys, B. Girod, and R. Grzeszczuk. City-scale landmark identification on mobile devices. In CVPR, 2011.
10. S. Chopra, R. Hadsell, and Y. LeCun. Learning a similarity metric discriminatively, with application to face verification. In CVPR, 2005. 1,3
11. N. Dalal and B. Triggs. Histograms of oriented gradients for human detection. In CVPR, 2005.
12. J. Davis and M. Goadrich. The relationship between precision-recall and roc curves. In ICML, 2006.
13. J. Donahue, Y. Jia, O. Vinyals, 1. Hoffman, N. Zhang, E. Tzeng, and T. Darrell. Decaf: A deep convolutional activation feature for generic visual recognition. arXiv preprint arXiv:131O. 1531, 2013. 5
14. P. F. Felzenszwalb,R. B. G irshick,D. M cAllester,a nd D. R amanan. Object detection with discriminatively trained partbased models. PAMI, 2010.
15. A. Gionis, P. Indyk, R. Motwani, et al. Similarity search in high dimensions via hashing. In Proceedings of the international conference on very large data bases, 1999.
16. R. Hadsell, S. Chopra, and Y. LeCun. Dimensionality reduction by learning an invariant mapping. In CVPR, 2006.
17. J. Hays and A. A. Efros. im2gps: estimating geographic information from a single image. In CVPR, 2008.
18. G. B. Huang, M. Ramesh, T. Berg, and E. Learned-Miller. Labeled faces in the wild: A database for studying face recognition in unconstrained environments. Technical report, University of Massachusetts, Amherst, 2007.
19. Y. lia. Caffe: An open source convolutional architecture for fast feature embedding. h ttp://caffe. berkeleyvision. org, 2013.
20. A. Krizhevsky, I. Sutskever, and G. E. Hinton. Imagenet classification with deep convolutional neural networks. In NIPS, 2012. 4,5
21. Y. Li, N. Snavely, and D. P. Huttenlocher. Location recognition using prioritized feature matching. In ECCV, 2010.
22. T.-Y. Lin, S. Belongie, and 1. Hays. Cross-view image geolocalization. In CVPR, 2013. 2,7
23. D. G. Lowe. Distinctive image features from scale-invariant keypoints. lJCV, 2004.
24. Q. S han,C. W u,Y. F. Brian Curless,C. H ernandez,a nd S. M. Seitz. Accurate geo-registration by ground-to-aerial image matching. 3DV, 2014.
25. Y. Taigman, M. Yang, M. Ranzato, and L. Wolf. Deepface: Closing the gap to human-level performance in face verification. In CVPR, 2014.
26. L. van der Maaten and G. Hinton. Visualizing highdimensional data using t-sne. In lMLR, 2008.
27. J. Wang, T. Leung, C. Rosenberg, J. Wang, J. Philbin, B. Chen, Y. Wu, et al. Learning fine-grained image similarity with deep ranking. arXiv preprint arXiv:1404. 4661, 2014. 3,5
28. J. Xiao, 1. Hays, K. A. Ehinger, A. Oliva, and A. Torralba. Sun database: Large-scale scene recognition from abbey to zoo. In CVPR, 2010.
29. A. R. Z amir and M. S hah. A ccurate image localization based on google maps street view. In ECCV, 2010.
30. B. Zhou, A. Lapedriza, J. Xiao, A. Torralba, and A. Oliva. Learning deep features for scene recognition using places database. In N1PS, 2014.