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ResearchFormerly WizWand

Point Cloud Filtering on PCNet Dense 50K

0.883CDStraightPCF
0.725081.791042.8573.92296May 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
StraightPCFNoise=1%, Number of Parameters=530K2024.050.8830.148
IterativePFNNoise=1%, Number of Parameters=~3.1M2024.050.9220.142
StraightPCFNoise=1%, Resolution=50K (Dense), Parameters=~530K2024.050.9360.161
PDFlowNoise=1%2024.050.9880.159
IterativePFNNoise=1%, Resolution=50K (Dense)2024.050.9930.172
DeepPSRNoise=1%2024.051.0110.173
PointFilterNoise=1%2024.051.0690.194
ScoreNoise=1%2024.051.0790.178
DeepPSRNoise=1%, Resolution=50K (Dense)2024.051.1210.226
PointFilterNoise=1%, Resolution=50K (Dense)2024.051.1550.227
PDFlowNoise=1%, Resolution=50K (Dense)2024.051.1660.214
ScoreNoise=1%, Resolution=50K (Dense)2024.051.2040.227
StraightPCFNoise=2%, Number of Parameters=530K2024.051.2290.29
IterativePFNNoise=2%, Number of Parameters=~3.1M2024.051.3230.272
StraightPCFNoise=2%, Resolution=50K (Dense), Parameters=~530K2024.051.3990.332
PointFilterNoise=2%2024.051.4570.31
IterativePFNNoise=2%, Resolution=50K (Dense)2024.051.4770.288
DeepPSRNoise=2%2024.051.630.432
PointFilterNoise=2%, Resolution=50K (Dense)2024.051.7230.381
PDFlowNoise=2%2024.051.7340.478
ScoreNoise=2%2024.051.740.394
DeepPSRNoise=2%, Resolution=50K (Dense)2024.051.830.484
ScoreNoise=2%, Resolution=50K (Dense)2024.052.0580.509
PDFlowNoise=2%, Resolution=50K (Dense)2024.052.1070.544
StraightPCFNoise=3%, Number of Parameters=530K2024.052.2260.654
DeepPSRNoise=3%2024.052.3320.724
DeepPSRNoise=3%, Resolution=50K (Dense)2024.052.5740.74
ScoreNoise=3%2024.052.6920.761
PointFilterNoise=3%2024.052.720.691
PDFlowNoise=3%2024.052.8280.811
StraightPCFNoise=3%, Resolution=50K (Dense), Parameters=~530K2024.052.9160.892
IterativePFNNoise=3%, Number of Parameters=~3.1M2024.053.0460.987
ScoreNoise=3%, Resolution=50K (Dense)2024.053.3791.013
PointFilterNoise=3%, Resolution=50K (Dense)2024.053.5361.099
IterativePFNNoise=3%, Resolution=50K (Dense)2024.053.7991.138
PDFlowNoise=3%, Resolution=50K (Dense)2024.054.8311.453