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GeoCapsNet: Aerial to Ground view Image Geo-localization using Capsule Network [article]

Bin Sun, Chen Chen, Yingying Zhu, Jianmin Jiang
2019 arXiv   pre-print
In this paper, we propose the GeoCapsNet based on the capsule network for ground-to-aerial image geo-localization.  ...  The task of cross-view image geo-localization aims to determine the geo-location (GPS coordinates) of a query ground-view image by matching it with the GPS-tagged aerial (satellite) images in a reference  ...  Inspired by these properties of the capsule network, we propose an aerial to ground view image geo-localization approach, namely GeoCapsNet, by leveraging the feature representation power of the capsule  ... 
arXiv:1904.06281v1 fatcat:odl6fuw4sjgftfdbwzjkkis4pe

Cross-view Geo-localization with Evolving Transformer [article]

Hongji Yang, Xiufan Lu, Yingying Zhu
2021 arXiv   pre-print
In this work, we address the problem of cross-view geo-localization, which estimates the geospatial location of a street view image by matching it with a database of geo-tagged aerial images.  ...  We also exploit the positional encoding of Transformer to help the EgoTR understand and correspond geometric configurations between ground and aerial images.  ...  Problem Formulation and Objective The goal of cross-view geo-localization is to localize a query ground image by matching it with a set of geo-tagged aerial images.  ... 
arXiv:2107.00842v2 fatcat:g6gnbi7rpvcalodh6arnbe6eue