Point Cloud Upsampling

Benchmarks

Dataset Name	SOTA Method	Metric
PU-GAN Synthetic (test)	PUDM	CD0.082	39	4d ago
ShapeNet (test)	DDPMPU	EMD1.13	32	2d ago
PU1K	PUFM++	CD0.176	20	4d ago
Point Cloud Upsampling (test)	Dis-PU	CD0.199	20	4d ago
PUGAN (test)	PUDM	Chamfer Distance (CD)0.618	18	4d ago
Sketchfab (test)	PU-GCN	Size (Mb)1.8	14	3d ago
PUGAN	PUDM	CD0.106	10	4d ago
PU1K (test)	Parametric Surface Constrained Upsampler	CD (x10^-4)0.886	10	4d ago
PU-GAN low-level Gaussian noise (τ = 0.02)	PUDM	CD0.529	9	4d ago
PU-GAN low-level Gaussian noise (τ = 0.01)	PUDM	CD0.21	9	4d ago
PU-GAN high-level random noise r=0.1 4x upsampling (test)	PUDM	CD1.31	9	4d ago
PU-GAN high-level random noise r=0.05 4x upsampling (test)	PUDM	Chamfer Distance (CD)0.998	9	4d ago
PUGAN 1.0 (test)	PUDM	CD0.131	9	4d ago
ScanNet (test)	PUFM++	Chamfer Distance0.899	7	4d ago
PU-Net Point Cloud Dataset 16x scale	PU-DR	NUC (p=0.2%)1.56	7	2d ago
PU-Net Point Cloud Dataset 4x scale	SSAS	NUC (p=0.2%)1.72	7	2d ago
PU-Net Point Cloud Dataset 8x scale	Meta-PU	NUC (p=0.2%)2.72	6	2d ago
PU-Net Point Cloud Dataset 2x scale	PU-DR	NUC (p=0.2%)1.83	6	2d ago
KITTI-360 (test)	SuperPC	DCD0.577	6	4d ago
TartanAir (test)	SuperPC	DCD0.492	6	4d ago
SHREC15	PU-Net	NUC (p=0.2%)0.219	5	3d ago
PU-GAN RS (test)	PU-GAN	CD0.269	4	4d ago
PU-GAN FPS (test)	SPD	CD0.199	4	4d ago
KITTI-360 Sim-to-Real (test)	SuperPC	DCD0.648	2	4d ago
TartanAir Object-to-Scene (test)		DCD0.613	2	4d ago

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