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Uncertainty-aware Pointmap Prediction on ScanNet++/TUM RGB-D/KITTI Aggregate

0.4902AURCMCD (T=16)
0.291560.343130.39470.44627May 19, 2026

Evaluation results

MethodLinks
MCD (T=16)Inference Type=Sampling, Training Time (h)=–2026.050.49020.27260.2644
MASt3RInference Type=Single-pass, Training Time (h)=–2026.050.41550.20530.4057
HeteroInference Type=Single-pass, Training Time (h)=9.42026.050.39730.18720.4183
Trust3RInference Type=Single-pass, Training Time (h)=10.52026.050.38610.16840.4898
DeepEns (K=5)Inference Type=Sampling, Training Time (h)=100.22026.050.29920.09160.4556