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3D Human Reconstruction On 4D Dress

Metrics

Chamfer (cm)
IoU
Normal Consistency

Results

Performance results of various models on this benchmark

Paper TitleRepository
Vid2Avatar_Outer4.0270.7450.683Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition
SelfRecon_Inner3.1800.7540.729SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video
SelfRecon_Outer3.0140.7870.725SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video
Vid2Avatar_Inner2.870 0.7720.750Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition
ECON_Outer2.8520.7280.760ECON: Explicit Clothed humans Optimized via Normal integration
ICON_Outer2.8320.7560.762ICON: Implicit Clothed humans Obtained from Normals
PIFu_Outer2.7830.6970.759PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization
PIFu_Inner2.6960.6900.792PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization
PaMIR_Outer2.6080.7150.777PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction
ECON_Inner2.5430.7360.796ECON: Explicit Clothed humans Optimized via Normal integration
PaMIR_Inner2.5200.7060.805PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction
ICON_Inner2.4730.7520.798ICON: Implicit Clothed humans Obtained from Normals
PIFuHD_Inner2.4260.7390.793PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
PIFuHD_Outer2.3930.7430.763PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
SiTH_Outer2.3220.7490.794SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion
SiTH_Inner2.1100.7550.824SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion
SNARF_Outer1.2480.9300.827SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes
SCANimate_Outer1.2370.9120.828SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks
X-Avatar_Outer1.1770.9460.841X-Avatar: Expressive Human Avatars
SNARF_Inner1.1580.9070.843SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes
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3D Human Reconstruction On 4D Dress | SOTA | HyperAI