November 8, 2025Remote SensingOpen Access

Cross-View Geo-Localization via 3D Gaussian Splatting-Based Novel View Synthesis

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Experiments show enhanced image matching and localization performance via aerial-view images in cross-view geo-localization.

The approach improves view synthesis, enhancing geometric consistency by generating aerial-view images.
Performance metrics indicate significant accuracy gains in cross-view matching and localization under varied perspectives.
Using 3D Gaussian splatting and camera pose estimation strategies facilitates effective cross-view geo-localization.
Results from the KITTI dataset highlight state-of-the-art improvements in localization accuracy despite large viewpoint differences.

Ding et al. (2025) studied this question.

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