SOTA 3D Scene Reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Mip-NeRF360	image smoothing	Training Time (min)13.98	43	1mo ago
ShapeNet Cars	Instant-NGP	Total Training Time (days)5.2	40	4mo ago
7-scenes (test)	SimRec	Accuracy8	34	17d ago
DeepBlending	SizeGS	PSNR30.24	30	4mo ago
Tank&Temples	SHTC	PSNR24.34	26	4mo ago
ScanNet V2 (test)	NeRF	Accuracy0.735	26	4mo ago
Tanks-and-Temples	image smoothing	Training Time (min)9.63	25	4mo ago
NeRF-Synthetic		Training Time (min)6.41	25	4mo ago
MipNeRF360 Indoor (test)	Mip-NeRF 360	PSNR31.72	22	2mo ago
Replica	FSTM	CD2.94	21	2mo ago
DTU	GSM-GS	Chamfer Distance (Scan 24)0.34	17	4mo ago
RE10K (test)	GaussFusion	LPIPS17.5	15	4mo ago
MipNeRF360 Outdoor (test)	GeoSVR	PSNR24.83	15	2mo ago
DL3DV (test)	S2D	LPIPS0.26	14	4mo ago
ScanNet++	PHYRECON	CD3.34	14	2mo ago
DL3DV undistorted 540×960 (test)	iLRM10	PSNR25.67	12	1mo ago
NeRF Synth	NanoGS	PSNR25.81	12	4mo ago
RealEstate10K (test)	MVSPlat + FocusGS	PSNR27.02	12	18d ago
LERF average across four scenes	LangSVR	PSNR24.02	12	4mo ago
DeepBlending (out-of-distribution)	Surflo - With guidance	CD0.0109	10	1mo ago
Mip-NeRF 360 (out-of-distribution)	Surflo - No guidance	Chamfer Distance (CD)0.0068	10	1mo ago
Tanks & Temples (out-of-distribution)	Surflo - No guidance	CD0.0053	10	1mo ago
Immersion MSD track v1.0 (test)	YOGO3	Qalign3.8426	10	3mo ago
Tanks & Temples Truck	FASTGS	Reconstruction Time (s)2.86	9	2mo ago
Tanks & Temples (train)	MMGS	Time2.77	9	2mo ago

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