SOTA 3D Mesh Reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Artistic meshes	LATO	Chamfer Distance (L2)0.04	10	4mo ago
TUM RGBD 35 (test)	NeuralRecon	Precision49.4	9	4mo ago
HO3D v3	MaskHand	PA-MPJPE7	9	4mo ago
ScanNet 2017 (test)	UNISURF	Accuracy55.4	7	2mo ago
Tanks & Temples 18 (test)	VFM-Recon	Precision68.6	6	4mo ago
ShapeNet (test)	H2SW	JWD (Epoch 500)135.47	6	4mo ago
TRELLIS generated shapes		CD0.2	5	1mo ago
BUFF (rough A-pose)	BCNet	Upper Error1.07	5	4mo ago
ϕ-SfT synthetic (S4)	Image-Guided SfT	Average Mesh Error0.0031	4	2mo ago
ϕ-SfT S3 synthetic	ϕ-SfT	Average Mesh Error0.033	4	2mo ago
ϕ-SfT synthetic (S2)	ϕ-SfT	Average Mesh Error0.023	4	2mo ago
ϕ-SfT synthetic (S1)	Image-Guided SfT	Average Mesh Error0.0229	4	2mo ago
Placenta MRI Dataset	Neural Diffeomorphic Flow	FlipRate4.04	4	4mo ago
Manifold40 (test)	MeshConv3D-based autoencoder	Chamfer Distance (CD)0.004	4	4mo ago
SHREC11 (test)	MeshConv3D-based autoencoder	Chamfer Distance (CD)0.003	4	4mo ago
DIGIT sensor tactile image dataset (test)	SPLIT	RMSE (mm)0.075	3	2mo ago
Oxford Spires	Scan2USD	Accuracy (cm)14.54	3	3mo ago
Dense meshes	MeshGPT	Chamfer Distance (L2)0.042	3	4mo ago
NoW (Selfie)	MICA	Reconstruction Loss1.1238	3	4mo ago
NoW (Neutral)	MICA	Reconstruction Loss1.1162	3	4mo ago
CAPE entire (test)	SCALE	Chamfer-L20.93	3	4mo ago
Digital Wardrobe	BCNet	Upper Component Error1.44	3	4mo ago
ShapeNet Best subset (test)	Mesh R-CNN	Chamfer Distance0.135	3	4mo ago
Heptoroid high-genus mesh (test)	Collaborative Inverse Rendering with Persistent Homology Priors	Chamfer Distance0.0062	2	4mo ago
Sorter high-genus mesh (test)	Collaborative Inverse Rendering with Persistent Homology Priors	Chamfer Dist0.0032	2	4mo ago

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