Shape Reconstruction

Benchmarks

Dataset Name	SOTA Method	Metric
ShapeNet All (test)	Points	Chamfer Distance (x10^-3)1.21	14	3d ago
ShapeNet 7 selected categories v2 (test)	3DILG	IoU0.952	11	3d ago
ShapeNet 55 categories v2 (test)	3DILG	IoU95.3	11	3d ago
ShapeNet Plane (test)	Learnable Earth Parser	CD1.34	10	3d ago
CO3D unseen categories v2	MCC	Abs Error1.17	9	3d ago
CO3D seen categories v2	MCC	Abs Error1.46	9	3d ago
ShapeNet Mean (test)	OctField	CD2.97	7	3d ago
ShapeNet Sofa (test)	OctField	CD3.02	7	3d ago
ShapeNet Table (test)	OctField	CD2.53	7	3d ago
ShapeNet Chair (test)	OctField	CD2.19	7	3d ago
ShapeNet Car (test)	OctField	Chamfer Distance (CD)4.84	7	3d ago
YCBV	CRISP-Real	Mean e_shape0.026	5	3d ago
REAL275 (test)	CRISP	Bottle Error (mm)0.55	5	3d ago
NOCS	CRISP	Shape Error (Bottle)0.55	5	3d ago
SMVP3D synthetic (test)	NeRSP	HEDGEHOG3.43	5	3d ago
Synthetic dataset (test)	Neural-PBIR (Full)	CD0	5	3d ago
PartNet All regions (test)	NEUFORM	Chamfer Distance0.238	5	3d ago
PartNet Non-joint regions (test)	COALESCE	CD0.154	5	3d ago
PartNet Joint regions (test)	NEUFORM	CD0.253	5	3d ago
Lumbar Spine Ultrasound Reconstruction (test)	UltrON	CD (mm)2.22	5	3d ago
ShapeNet novel categories	CoFie	Cabinet4.19	4	3d ago
ShapeNet v1 (test)	OctField	mIoU87.96	4	3d ago
Thingi (unseen)	NGLOD	Chamfer Distance (10^-4)1.04	3	3d ago
Mixamo (train)	3PSDF	CD0.32	3	3d ago
MGN (train)	3PSDF	CD0.07	3	3d ago

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