SOTA 3D Shape Reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
OmniObject3D	MeshGen	CD0.04	17	1mo ago
DTU (standard 15-scene split)	GeoSVR	Scene 24 Error0.32	14	1mo ago
Pix3D chair	multi-task model	CD0.119	14	1mo ago
DM-SR (test)	RayDF	ADE7.41	13	1mo ago
Blender 8 scenes	RayDF	ADE7.97	13	1mo ago
Pascal (test)	ACSM-ours + CF-CM	Horse AUC55.9	12	1mo ago
ShapeNet multi-class (test)	Few ‘Zero Level Set’-Shot Learning	CD20.209	12	1mo ago
Animodel (test)	DualPM	Chamfer Distance (Horse)1.11	12	1mo ago
GSO	MeshGen	FS0.971	10	1mo ago
Pix3D	MESC-3D	FS@10.99	10	1mo ago
COCO (test)	ACSM-ours + CF-CM^2	Giraffe AUC86.6	10	1mo ago
Tanks & Temples 6-scene 2017	Neuralangelo	Barn F1-score70	9	1mo ago
Pix3D (test)	MGP-KAD	F-Score62.14	9	1mo ago
FAUST (real scans)	Mixing-Denoising Generalizable Occupancy Networks	CD10.23	9	1mo ago
ShapeNet table	DCC-DIF	Chamfer Distance0.029	9	1mo ago
SAPIEN unseen synthetic shapes (test)	IDR 6 views	Score (Laptop)1.656	8	1mo ago
ABC dataset (test)	V&TG	Chamfer Distance (CD)2.486	8	1mo ago
ShapeNet Core v2 (val)		CD0.85	8	1mo ago
Ocrtoc3D (test)	ZeroShape	FS@10.241	7	1mo ago
2D-3D-S (test)	Ours	LSIV0.8	7	1mo ago
OASIS (test)		LSIV169	7	1mo ago
ScanNet All Categories (test)	Genetic algorithm	Chamfer Distance (m)0.11	6	1mo ago
ScanNet sofa category (val)	Genetic	Width (MAD)0.12	6	1mo ago
Handy (test)	LAMM-MLPMixer	Mean Euclidean Distance (mm/100)24.6	6	1mo ago
UHM12k +expr. (test)	LAMM-Transformer	Mean Euclidean Distance9.09	6	1mo ago

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