Reconstruction on 4D-DRESS

Metric: Normal Consistency (higher is better)

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#	Model↕	Normal Consistency▼	Extra Data	Paper	Date↕	Code
1	X-Avatar_Inner	0.861	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
2	SCANimate_Inner	0.854	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
3	SNARF_Inner	0.843	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
4	X-Avatar_Outer	0.841	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
5	SCANimate_Outer	0.828	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
6	SNARF_Outer	0.827	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
7	SiTH_Inner	0.824	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
8	PaMIR_Inner	0.805	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
9	ICON_Inner	0.798	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
10	ECON_Inner	0.796	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
11	SiTH_Outer	0.794	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
12	PIFuHD_Inner	0.793	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
13	PIFu_Inner	0.792	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code
14	PaMIR_Outer	0.777	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
15	PIFuHD_Outer	0.763	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
16	ICON_Outer	0.762	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
17	ECON_Outer	0.76	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
18	PIFu_Outer	0.759	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code
19	Vid2Avatar_Inner	0.75	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code
20	SelfRecon_Inner	0.729	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
21	SelfRecon_Outer	0.725	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
22	Vid2Avatar_Outer	0.683	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code

#1X-Avatar_InnerSOTA
0.861
Normal Consistency· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#2SCANimate_InnerSOTA
0.854
Normal Consistency· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#3SNARF_Inner
0.843
Normal Consistency· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#4X-Avatar_Outer
0.841
Normal Consistency· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#5SCANimate_Outer
0.828
Normal Consistency· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#6SNARF_Outer
0.827
Normal Consistency· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#7SiTH_Inner
0.824
Normal Consistency· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#8PaMIR_InnerSOTA
0.805
Normal Consistency· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#9ICON_Inner
0.798
Normal Consistency· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#10ECON_Inner
0.796
Normal Consistency· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#11SiTH_Outer
0.794
Normal Consistency· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#12PIFuHD_InnerSOTA
0.793
Normal Consistency· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#13PIFu_InnerSOTA
0.792
Normal Consistency· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code
#14PaMIR_Outer
0.777
Normal Consistency· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#15PIFuHD_Outer
0.763
Normal Consistency· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#16ICON_Outer
0.762
Normal Consistency· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#17ECON_Outer
0.76
Normal Consistency· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#18PIFu_Outer
0.759
Normal Consistency· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code
#19Vid2Avatar_Inner
0.75
Normal Consistency· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code
#20SelfRecon_Inner
0.729
Normal Consistency· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#21SelfRecon_Outer
0.725
Normal Consistency· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#22Vid2Avatar_Outer
0.683
Normal Consistency· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code