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Accession Number:
AD1039708
Title:
User-Driven Geolocation of Untagged Desert Imagery Using Digital Elevation Models (Open Access)
Corporate Author:
Signetron Inc. Berkeley United States
Report Date:
2013-09-12
Abstract:
We propose a system for user-aided visual localization of desert imagery without the use of any metadata such as GPS readings, camera focal length, or field-of-view. The system makes use only of publicly available digital elevation models DEMs to rapidly and accurately locate photographs in non-urban environments such as deserts. Our system generates synthetic skyline views from a DEM and extracts stable concavity-based features from these skylines to form a database. To localize queries, a user manually traces the skyline on an input photograph. The skyline is automatically refined based on this estimate, and the same concavity-based features are extracted. We then apply a variety of geometrically constrained matching techniques to efficiently and accurately match the query skyline to a database skyline, thereby localizing the query image. We evaluate our system using a test set of 44 ground-truthed images over a 10, 000 km squared region of interest in a desert and show that in many cases, queries can be localized with precision as fine as 100 m squared.
Descriptive Note:
Conference Paper
Supplementary Note:
2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) , 23 Jun 2013, 28 Jun 2013,
Pages:
0008
Distribution Statement:
Approved For Public Release;
File Size:
1.21MB