Image-based Geo-localization is a relatively new and challenging problem in Computer Vision. It is simply defined as: given a photo, where was it taken? In this project, we are interested in: 1) localizing a ground-level image with an aerial imagery gallery by cross-view image matching 2) designing a human-in-the-loop system to learn and match the geographically meaningful visual patterns for geolocalization 3) correspondence matching for images under ultra-wide baseline conditions.
2018 |
| Xia, Gui-Song; Bai, Xiang; Ding, Jian; Zhu, Zhen; Belongie, Serge; Luo, Jiebo; Datcu, Mihai; Pelillo, Marcello; Zhang, Liangpei DOTA: A Large-scale Dataset for Object Detection in Aerial Images Computer Vision and Pattern Recognition (CVPR), Salt Lake City, UT, 2018. (Links | BibTeX) @conference{Xia2018,
title = {DOTA: A Large-scale Dataset for Object Detection in Aerial Images},
author = {Gui-Song Xia and Xiang Bai and Jian Ding and Zhen Zhu and Serge Belongie and Jiebo Luo and Mihai Datcu and Marcello Pelillo and Liangpei Zhang},
url = {https://vision.cornell.edu/se3/wp-content/uploads/2018/03/2666.pdf},
year = {2018},
date = {2018-06-18},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
address = {Salt Lake City, UT},
keywords = {}
}
|
2016 |
| Altwaijry, Hani; Veit, Andreas; Belongie, Serge Learning to Detect and Match Keypoints with Deep Architectures British Machine Vision Conference (BMVC), York, UK, 2016. (Links | BibTeX) @conference{Altwaijry2016b,
title = {Learning to Detect and Match Keypoints with Deep Architectures},
author = {Hani Altwaijry and Andreas Veit and Serge Belongie},
url = {http://vision.cornell.edu/se3/wp-content/uploads/2016/08/learning-detect-match.pdf},
year = {2016},
date = {2016-09-19},
booktitle = {British Machine Vision Conference (BMVC)},
address = {York, UK},
keywords = {}
}
|
| Lin, Tsung-Yi; Belongie, Serge; Hays, James Cross-View Image Geo-localization Zamir, Amir; Hakeem, Asaad; Gool, Luc Van; Shah, Mubarak; Szeliski, Richard (Ed.): Large-Scale Visual Geo-Localization, pp. 59-76, Springer, 2016. (Links | BibTeX) @incollection{Lin2016,
title = {Cross-View Image Geo-localization},
author = {Tsung-Yi Lin and Serge Belongie and James Hays},
editor = {Amir R. Zamir and Asaad Hakeem and Luc Van Gool and Mubarak Shah and Richard Szeliski},
url = {http://link.springer.com/chapter/10.1007%2F978-3-319-25781-5_4},
year = {2016},
date = {2016-07-06},
booktitle = {Large-Scale Visual Geo-Localization},
pages = {59-76},
publisher = {Springer},
chapter = {4},
keywords = {}
}
|
| Altwaijry, Hani; Trulls, Eduard; Hays, James; Fua, Pascal; Belongie, Serge Learning to Match Aerial Images with Deep Attentive Architectures Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, 2016. (Links | BibTeX) @conference{Altwaijry2016,
title = {Learning to Match Aerial Images with Deep Attentive Architectures},
author = {Hani Altwaijry and Eduard Trulls and James Hays and Pascal Fua and Serge Belongie},
url = {http://vision.cornell.edu/se3/wp-content/uploads/2016/04/1204.pdf},
year = {2016},
date = {2016-06-27},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
address = {Las Vegas, NV},
keywords = {}
}
|
2015 |
| Lin, Tsung-Yi; Cui, Yin; Belongie, Serge; Hays, James Learning Deep Representations for Ground-to-Aerial Geolocalization Computer Vision and Pattern Recognition (CVPR), Boston, MA, 2015, (Oral). (Links | BibTeX) @conference{Lin2015,
title = {Learning Deep Representations for Ground-to-Aerial Geolocalization},
author = {Tsung-Yi Lin and Yin Cui and Serge Belongie and James Hays},
url = {http://vision.cornell.edu/se3/wp-content/uploads/2015/04/geocvpr15.pdf, /se3/wp-content/uploads/2015/06/Learning-Deep-Representations-CVPR15.pptx},
year = {2015},
date = {2015-06-08},
publisher = {Computer Vision and Pattern Recognition (CVPR)},
address = {Boston, MA},
note = {Oral},
keywords = {}
}
|
2014 |
| Altwaijry, Hani; Moghimi, Mohammad; Belongie, Serge Recognizing Locations with Google Glass: A Case Study IEEE Winter Conference on Applications of Computer Vision (WACV), Steamboat Springs, Colorado, 2014. (Links | BibTeX) @inproceedings{488,
title = {Recognizing Locations with Google Glass: A Case Study},
author = {Hani Altwaijry and Mohammad Moghimi and Serge Belongie},
url = {/se3/wp-content/uploads/2014/09/recognizing_locations_altwaijry_web.pdf},
year = {2014},
date = {2014-01-01},
booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
address = {Steamboat Springs, Colorado},
keywords = {}
}
|
2013 |
| Lin, Tsung-Yi; Belongie, Serge; Hays, James Cross-view Image Geolocalization CVPR, Portland, OR, 2013. (Links | BibTeX) @inproceedings{458,
title = {Cross-view Image Geolocalization},
author = {Tsung-Yi Lin and Serge Belongie and James Hays},
url = {/se3/wp-content/uploads/2014/09/geolocalization_cvpr13_0421.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {CVPR},
address = {Portland, OR},
keywords = {}
}
|
| Altwaijry, Hani; Belongie, Serge Ultra-wide Baseline Aerial Imagery Matching in Urban Environments British Machine Vision Conference (BMVC), Bristol, 2013. (Links | BibTeX) @inproceedings{469,
title = {Ultra-wide Baseline Aerial Imagery Matching in Urban Environments},
author = {Hani Altwaijry and Serge Belongie},
url = {/se3/wp-content/uploads/2014/09/bmvc2013_ultrawide_matching.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {British Machine Vision Conference (BMVC)},
address = {Bristol},
keywords = {}
}
|