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Cross-view ground-camera localization on KITTI 2 (test)

11.69Pos. Error (m) MeanCross3R
10.227220.101129.97539.8489May 8, 2026

Evaluation results

MethodLinks
Cross3RModel Type=Multi-view 3D reconstruction models, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only2026.0511.6910.5224.273.5139.1176.3285.953.510.719.0716.1444.9
CCVPEModel Type=2D-only baselines, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only2026.0513.9410.9877.8463.8423.4249.1560.4611.8129.8542.124.3914.09
SliceMatchModel Type=2D-only baselines, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only2026.0514.8511.8523.647.962462.5272.897.1726.1133.1231.6931.69
LMModel Type=2D-only baselines, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only2026.0515.516.0289.8489.855.616.0225.65.6415.8625.760.61.6
π3*Model Type=Multi-view 3D reconstruction models, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only, Training=fine-tuned on CrossGeo2026.0516.2814.8523.164.099.4427.6144.184.3412.8621.3615.2740.27
π3Model Type=Multi-view 3D reconstruction models, Zero-shot=true, Orientation=unknown, Inputs=ground and satellite images only2026.0548.2642.8127.6713.454.1810.6918.12.857.4511.925.5616.31