Reconstruction on 4D-DRESS

Metric: Chamfer (cm) (lower is better)

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#	Model↕	Chamfer (cm)▲	Extra Data	Paper	Date↕	Code
1	SCANimate_Inner	0.965	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
2	X-Avatar_Inner	1.008	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
3	SNARF_Inner	1.158	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
4	X-Avatar_Outer	1.177	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
5	SCANimate_Outer	1.237	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
6	SNARF_Outer	1.248	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
7	SiTH_Inner	2.11	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
8	SiTH_Outer	2.322	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
9	PIFuHD_Outer	2.393	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
10	PIFuHD_Inner	2.426	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
11	ICON_Inner	2.473	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
12	PaMIR_Inner	2.52	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
13	ECON_Inner	2.543	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
14	PaMIR_Outer	2.608	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
15	PIFu_Inner	2.696	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code
16	PIFu_Outer	2.783	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code
17	ICON_Outer	2.832	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
18	ECON_Outer	2.852	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
19	Vid2Avatar_Inner	2.87	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code
20	SelfRecon_Outer	3.014	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
21	SelfRecon_Inner	3.18	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
22	Vid2Avatar_Outer	4.027	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code

#1SCANimate_InnerSOTA
0.965
Chamfer (cm)· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#2X-Avatar_Inner
1.008
Chamfer (cm)· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#3SNARF_Inner
1.158
Chamfer (cm)· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#4X-Avatar_Outer
1.177
Chamfer (cm)· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#5SCANimate_OuterSOTA
1.237
Chamfer (cm)· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#6SNARF_Outer
1.248
Chamfer (cm)· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#7SiTH_Inner
2.11
Chamfer (cm)· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#8SiTH_Outer
2.322
Chamfer (cm)· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#9PIFuHD_OuterSOTA
2.393
Chamfer (cm)· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#10PIFuHD_InnerSOTA
2.426
Chamfer (cm)· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#11ICON_Inner
2.473
Chamfer (cm)· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#12PaMIR_Inner
2.52
Chamfer (cm)· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#13ECON_Inner
2.543
Chamfer (cm)· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#14PaMIR_Outer
2.608
Chamfer (cm)· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#15PIFu_InnerSOTA
2.696
Chamfer (cm)· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code
#16PIFu_OuterSOTA
2.783
Chamfer (cm)· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code
#17ICON_Outer
2.832
Chamfer (cm)· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#18ECON_Outer
2.852
Chamfer (cm)· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#19Vid2Avatar_Inner
2.87
Chamfer (cm)· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code
#20SelfRecon_Outer
3.014
Chamfer (cm)· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#21SelfRecon_Inner
3.18
Chamfer (cm)· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#22Vid2Avatar_Outer
4.027
Chamfer (cm)· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code