3D Human Reconstruction On 4D Dress

Metrics

Chamfer (cm)

IoU

Normal Consistency

Results

Performance results of various models on this benchmark

Model Name	Chamfer (cm)	IoU	Normal Consistency	Paper Title	Repository
SelfRecon_Inner	3.180	0.754	0.729	SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video	-
SNARF_Inner	1.158	0.907	0.843	SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes	-
PaMIR_Inner	2.520	0.706	0.805	PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction	-
PIFu_Inner	2.696	0.690	0.792	PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization	-
PIFuHD_Outer	2.393	0.743	0.763	PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization	-
PaMIR_Outer	2.608	0.715	0.777	PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction	-
SCANimate_Outer	1.237	0.912	0.828	SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks	-
ECON_Outer	2.852	0.728	0.760	ECON: Explicit Clothed humans Optimized via Normal integration	-
Vid2Avatar_Outer	4.027	0.745	0.683	Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition	-
SNARF_Outer	1.248	0.930	0.827	SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes	-
ICON_Outer	2.832	0.756	0.762	ICON: Implicit Clothed humans Obtained from Normals	-
ECON_Inner	2.543	0.736	0.796	ECON: Explicit Clothed humans Optimized via Normal integration	-
SiTH_Inner	2.110	0.755	0.824	SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion	-
ICON_Inner	2.473	0.752	0.798	ICON: Implicit Clothed humans Obtained from Normals	-
SelfRecon_Outer	3.014	0.787	0.725	SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video	-
PIFu_Outer	2.783	0.697	0.759	PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization	-
X-Avatar_Outer	1.177	0.946	0.841	X-Avatar: Expressive Human Avatars	-
SiTH_Outer	2.322	0.749	0.794	SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion	-
PIFuHD_Inner	2.426	0.739	0.793	PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization	-
SCANimate_Inner	0.965	0.918	0.854	SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks	-

0 of 22 row(s) selected.