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Uncertainty-aware Pointmap Prediction on KITTI Outdoor

0.7802AURCDeepEns (K=5)
0.762380.8826651.002951.123235May 19, 2026

Evaluation results

MethodLinks
DeepEns (K=5)Inference Type=Sampling, Training Time (h)=100.22026.050.78020.21590.662
HeteroInference Type=Single-pass, Training Time (h)=9.42026.050.97490.4650.4335
Trust3RInference Type=Single-pass, Training Time (h)=10.52026.050.98680.44310.4596
MASt3RInference Type=Single-pass, Training Time (h)=–2026.051.02770.51780.4523
MCD (T=16)Inference Type=Sampling, Training Time (h)=–2026.051.22570.68210.3249