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Uncertainty-aware Pointmap Prediction on TUM RGB-D Indoor

0.0453AURCDeepEns (K=5)
0.0444240.0503370.056250.062163May 19, 2026

Evaluation results

MethodLinks
DeepEns (K=5)Inference Type=Sampling, Training Time (h)=100.22026.050.04530.02080.3127
Trust3RInference Type=Single-pass, Training Time (h)=10.52026.050.04810.01780.5169
MASt3RInference Type=Single-pass, Training Time (h)=–2026.050.05380.02330.4812
HeteroInference Type=Single-pass, Training Time (h)=9.42026.050.05550.02510.4669
MCD (T=16)Inference Type=Sampling, Training Time (h)=–2026.050.06720.03680.2747