3D Human Shape Estimation
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Benchmarks
Most implemented
End-to-end Recovery of Human Shape and Pose
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
AnthroNet: Conditional Generation of Humans via Anthropometrics
ICON: Implicit Clothed humans Obtained from Normals
ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightness
Super-resolution 3D Human Shape from a Single Low-Resolution Image
Papers
ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightness
Fitting a body to a 3D clothed human point cloud is a common yet challenging task. Traditional optimization-based approaches use multi-stage pipelines that are sensitive to pose initialization, while recent learning-base…
3D Human Pose Estimation3D Human Shape EstimationGarment ReconstructionHuman FittingControlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation
We present a methodology for conditional control of human shape and pose in pretrained text-to-image diffusion models using a 3D human parametric model (SMPL). Fine-tuning these diffusion models to adhere to new conditio…
3D Human Shape EstimationDomain AdaptationHuman AnimationText-to-Image GenerationAnthroNet: Conditional Generation of Humans via Anthropometrics
We present a novel human body model formulated by an extensive set of anthropocentric measurements, which is capable of generating a wide range of human body shapes and poses. The proposed model enables direct modeling o…
3D human pose and shape estimation3D Human Reconstruction3D Human Shape EstimationDiversity+2Shape of You: Precise 3D shape estimations for diverse body types
This paper presents Shape of You (SoY), an approach to improve the accuracy of 3D body shape estimation for vision-based clothing recommendation systems. While existing methods have successfully estimated 3D poses, there…
3D Human Reconstruction3D Human Shape EstimationRecommendation SystemsSuper-resolution 3D Human Shape from a Single Low-Resolution Image
We propose a novel framework to reconstruct super-resolution human shape from a single low-resolution input image. The approach overcomes limitations of existing approaches that reconstruct 3D human shape from a single i…
3D Human Reconstruction3D Human Shape Estimation3D Shape Reconstruction From A Single 2D ImageSurface ReconstructionAccurate 3D Body Shape Regression using Metric and Semantic Attributes
While methods that regress 3D human meshes from images have progressed rapidly, the estimated body shapes often do not capture the true human shape. This is problematic since, for many applications, accurate body shape i…
3D Human Reconstruction3D Human Shape Estimation