Shape completion

Benchmarks

Dataset Name	SOTA Method	Metric
3D-EPN (test)	Structured Latent Space	CD3.5	36	3mo ago
MVP 1.0 (test)	VRCNet	CD3.12	24	3mo ago
MedShapeNet (test)	GenMed	Dice Score84.19	16	22d ago
ShapeNet	GRNet	Average CD2.723	13	3mo ago
ScanNet Chair real scans	pcl2pcl	UCD17.3	10	3mo ago
Eyeball Data (Average)	GenMed	Dice98.18	8	22d ago
Eyeball Data (Right)	GenMed	Dice Coefficient98.21	8	22d ago
Eyeball Data (Left)	GenMed	Dice Similarity Coefficient98.15	8	22d ago
ShapeNet High Scan Ambiguity	OccNet	Chamfer Distance2.79	8	3mo ago
ShapeNet Low Scan Ambiguity	ShapeFormer	CD0.73	8	3mo ago
multi-view partial (MVP) 16,384 points (test)	VRCNet	airplane92.8	8	3mo ago
Building-PCC		CD (L2)2.78	7	3mo ago
Building3D	OCCDiff	CD L23.2	7	3mo ago
ShapeNet v1 (test)	PoinTr	UHD0.0536	6	3mo ago
PartNet	Structured Latent Space	MMD (Chair)1.43	5	3mo ago
CRN benchmark	Structured Latent Space	Plane CD3.9	4	3mo ago
BuildingNet	SDFusion	UHD0.1116	3	3mo ago
ShapeNet (test)	SDFusion	UHD0.0557	3	3mo ago
PartNet (test)	Ours	MMD1.32	3	3mo ago
ShapeNet table category	OctField	Chamfer Distance (CD)4.4	3	3mo ago
KITTI Car (real scans)	ShapeInversion	UCD2.9	3	3mo ago
MatterPort3D Table (real scans)	ShapeInversion	UCD3.1	3	3mo ago
MatterPort3D Chair real scans	ShapeInversion	UCD3.6	3	3mo ago
ScanNet Table (real scans)	ShapeInversion	UCD3.3	3	3mo ago

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