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Uncertainty Estimation of 3D Point Clouds on Vaihingen
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0.249
Pearson Coefficient
Ours
0.05244
0.10347
0.1545
0.20553
Jul 17, 2025
Pearson Coefficient
Mean Error
RMSE
KL Divergence
Bounding Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Pearson Coefficient
Mean Error
RMSE
KL Divergence
Bounding Rate
Ours
# points=14.2M
2025.07
0.249
0.099
0.24
0.602
40.908
SGM-Ours
Method Category=SGM, #...
2025.07
0.226
3.147
9.302
1.427
48.444
TV-based
# points=14.2M
2025.07
0.206
0.101
0.241
0.641
39.151
DL-Ours
Method Category=DL, #...
2025.07
0.169
1.68
6.308
1.499
50.921
SGM-TV-based
Method Category=SGM, #...
2025.07
0.138
3.413
9.352
1.609
56.568
DL-SEDNet
Method Category=DL, #...
2025.07
0.06
12.65
13.845
1.597
96.891
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