SOTA 3D Shape Reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
OmniObject3D	MeshGen	CD0.04	17	3d ago
DTU (standard 15-scene split)	GeoSVR	Scene 24 Error0.32	14	3d ago
Pix3D chair	multi-task model	CD0.119	14	3d ago
DM-SR (test)	RayDF	ADE7.41	13	3d ago
Blender 8 scenes	RayDF	ADE7.97	13	3d ago
Pascal (test)	ACSM-ours + CF-CM	Horse AUC55.9	12	3d ago
ShapeNet multi-class (test)	Few ‘Zero Level Set’-Shot Learning	CD20.209	12	3d ago
Animodel (test)	DualPM	Chamfer Distance (Horse)1.11	12	3d ago
GSO	MeshGen	FS0.971	10	3d ago
Pix3D	MESC-3D	FS@10.99	10	3d ago
COCO (test)	ACSM-ours + CF-CM^2	Giraffe AUC86.6	10	3d ago
Tanks & Temples 6-scene 2017	Neuralangelo	Barn F1-score70	9	3d ago
Pix3D (test)	MGP-KAD	F-Score62.14	9	3d ago
FAUST (real scans)	Mixing-Denoising Generalizable Occupancy Networks	CD10.23	9	3d ago
ShapeNet table	DCC-DIF	Chamfer Distance0.029	9	3d ago
SAPIEN unseen synthetic shapes (test)	IDR 6 views	Score (Laptop)1.656	8	3d ago
ABC dataset (test)	V&TG	Chamfer Distance (CD)2.486	8	3d ago
ShapeNet Core v2 (val)		CD0.85	8	3d ago
Ocrtoc3D (test)	ZeroShape	FS@10.241	7	3d ago
2D-3D-S (test)	Ours	LSIV0.8	7	3d ago
OASIS (test)		LSIV169	7	3d ago
ScanNet All Categories (test)	Genetic algorithm	Chamfer Distance (m)0.11	6	3d ago
ScanNet sofa category (val)	Genetic	Width (MAD)0.12	6	3d ago
Handy (test)	LAMM-MLPMixer	Mean Euclidean Distance (mm/100)24.6	6	3d ago
UHM12k +expr. (test)	LAMM-Transformer	Mean Euclidean Distance9.09	6	3d ago

Showing 25 of 58 rows