Reconstruction on 4D-DRESS

Metric: IoU (higher is better)

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#	Model↕	IoU▼	Extra Data	Paper	Date↕	Code
1	X-Avatar_Inner	0.954	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
2	X-Avatar_Outer	0.946	No	X-Avatar: Expressive Human Avatars	2023-03-08	Code
3	SNARF_Outer	0.93	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
4	SCANimate_Inner	0.918	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
5	SCANimate_Outer	0.912	No	SCANimate: Weakly Supervised Learning of Skinned...	2021-04-07	Code
6	SNARF_Inner	0.907	No	SNARF: Differentiable Forward Skinning for Anima...	2021-04-08	Code
7	SelfRecon_Outer	0.787	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
8	Vid2Avatar_Inner	0.772	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code
9	ICON_Outer	0.756	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
10	SiTH_Inner	0.755	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
11	SelfRecon_Inner	0.754	No	SelfRecon: Self Reconstruction Your Digital Avat...	2022-01-30	Code
12	ICON_Inner	0.752	Yes	ICON: Implicit Clothed humans Obtained from Norm...	2021-12-16	Code
13	SiTH_Outer	0.749	Yes	SiTH: Single-view Textured Human Reconstruction ...	2023-11-27	Code
14	Vid2Avatar_Outer	0.745	No	Vid2Avatar: 3D Avatar Reconstruction from Videos...	2023-02-22	Code
15	PIFuHD_Outer	0.743	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
16	PIFuHD_Inner	0.739	Yes	PIFuHD: Multi-Level Pixel-Aligned Implicit Funct...	2020-04-01	Code
17	ECON_Inner	0.736	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
18	ECON_Outer	0.728	Yes	ECON: Explicit Clothed humans Optimized via Norm...	2022-12-14	Code
19	PaMIR_Outer	0.715	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
20	PaMIR_Inner	0.706	Yes	PaMIR: Parametric Model-Conditioned Implicit Rep...	2020-07-08	Code
21	PIFu_Outer	0.697	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code
22	PIFu_Inner	0.69	Yes	PIFu: Pixel-Aligned Implicit Function for High-R...	2019-05-13	Code

#1X-Avatar_InnerSOTA
0.954
IoU· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#2X-Avatar_Outer
0.946
IoU· 2023-03-08
X-Avatar: Expressive Human Avatars Code
#3SNARF_OuterSOTA
0.93
IoU· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#4SCANimate_InnerSOTA
0.918
IoU· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#5SCANimate_Outer
0.912
IoU· 2021-04-07
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks Code
#6SNARF_Inner
0.907
IoU· 2021-04-08
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes Code
#7SelfRecon_Outer
0.787
IoU· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#8Vid2Avatar_Inner
0.772
IoU· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code
#9ICON_Outer
0.756
IoU· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#10SiTH_Inner
0.755
IoU· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#11SelfRecon_Inner
0.754
IoU· 2022-01-30
SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video Code
#12ICON_Inner
0.752
IoU· Extra Data· 2021-12-16
ICON: Implicit Clothed humans Obtained from Normals Code
#13SiTH_Outer
0.749
IoU· Extra Data· 2023-11-27
SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion Code
#14Vid2Avatar_Outer
0.745
IoU· 2023-02-22
Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition Code
#15PIFuHD_OuterSOTA
0.743
IoU· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#16PIFuHD_Inner
0.739
IoU· Extra Data· 2020-04-01
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization Code
#17ECON_Inner
0.736
IoU· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#18ECON_Outer
0.728
IoU· Extra Data· 2022-12-14
ECON: Explicit Clothed humans Optimized via Normal integration Code
#19PaMIR_Outer
0.715
IoU· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#20PaMIR_Inner
0.706
IoU· Extra Data· 2020-07-08
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Code
#21PIFu_OuterSOTA
0.697
IoU· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code
#22PIFu_Inner
0.69
IoU· Extra Data· 2019-05-13
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization Code