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PU-GAN

Benchmarks

Task NameDataset NameSOTA ResultTrend
Point Cloud UpsamplingPU-GAN Synthetic (test)
CD0.082
39
Point Cloud UpsamplingPU-GAN low-level Gaussian noise (τ = 0.02)
CD0.529
9
Point Cloud UpsamplingPU-GAN low-level Gaussian noise (τ = 0.01)
CD0.21
9
Point Cloud UpsamplingPU-GAN high-level random noise r=0.1 4x upsampling (test)
CD1.31
9
Point Cloud UpsamplingPU-GAN high-level random noise r=0.05 4x upsampling (test)
Chamfer Distance (CD)0.998
9
Point Cloud UpsamplingPU-GAN RS (test)
CD0.269
4
Point Cloud UpsamplingPU-GAN FPS (test)
CD0.199
4
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