Image-based Geolocalization

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.

Non UCSD Vision People also Involved

James Hays

Papers

2018

DOTA: A Large-scale Dataset for Object Detection in Aerial Images

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)

2016

Learning to Detect and Match Keypoints with Deep Architectures

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)

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)

Learning to Match Aerial Images with Deep Attentive Architectures

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)

2015

Learning Deep Representations for Ground-to-Aerial Geolocalization

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)

2014

Recognizing Locations with Google Glass: A Case Study

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)

2013

Cross-view Image Geolocalization

Lin, Tsung-Yi; Belongie, Serge; Hays, James

Cross-view Image Geolocalization

CVPR, Portland, OR, 2013.

(Links | BibTeX)

Ultra-wide Baseline Aerial Imagery Matching in Urban Environments

Altwaijry, Hani; Belongie, Serge

Ultra-wide Baseline Aerial Imagery Matching in Urban Environments

British Machine Vision Conference (BMVC), Bristol, 2013.

(Links | BibTeX)