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ResearchFormerly WizWand

Point Cloud Filtering on PCNet 10K Sparse Laplace noise (synthetic)

3.156CDStraightPCF
2.88944.688956.48858.28805May 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
StraightPCFNoise=1%, Resolution=10K (Sparse), Parameters=~530K2024.053.1560.602
IterativePFNNoise=1%, Resolution=10K (Sparse)2024.053.1890.801
PointFilterNoise=1%, Resolution=10K (Sparse)2024.053.5390.985
DeepPSRNoise=1%, Resolution=10K (Sparse)2024.053.6871.133
PDFlowNoise=1%, Resolution=10K (Sparse)2024.053.760.713
ScoreNoise=1%, Resolution=10K (Sparse)2024.053.9680.954
StraightPCFNoise=2%, Resolution=10K (Sparse), Parameters=~530K2024.054.4680.94
IterativePFNNoise=2%, Resolution=10K (Sparse)2024.054.8941.165
DeepPSRNoise=2%, Resolution=10K (Sparse)2024.055.4521.573
PointFilterNoise=2%, Resolution=10K (Sparse)2024.055.7321.589
PDFlowNoise=2%, Resolution=10K (Sparse)2024.055.7781.404
StraightPCFNoise=3%, Resolution=10K (Sparse), Parameters=~530K2024.056.0991.548
ScoreNoise=2%, Resolution=10K (Sparse)2024.056.1931.65
DeepPSRNoise=3%, Resolution=10K (Sparse)2024.057.1422.166
IterativePFNNoise=3%, Resolution=10K (Sparse)2024.058.1732.517
ScoreNoise=3%, Resolution=10K (Sparse)2024.058.3952.618
PDFlowNoise=3%, Resolution=10K (Sparse)2024.059.2452.869
PointFilterNoise=3%, Resolution=10K (Sparse)2024.059.8213.273