SOTAVerified

3D human pose and shape estimation

Estimate 3D human pose and shape (e.g. SMPL) from images

Papers

Showing 125 of 50 papers

TitleStatusHype
Neural Localizer Fields for Continuous 3D Human Pose and Shape EstimationCode3
CameraHMR: Aligning People with PerspectiveCode3
GST: Precise 3D Human Body from a Single Image with Gaussian Splatting TransformersCode2
Recovering 3D Human Mesh from Monocular Images: A SurveyCode2
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape EstimationCode2
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular ImagesCode2
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape EstimationCode2
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokensCode1
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback LoopCode1
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
AirPose: Multi-View Fusion Network for Aerial 3D Human Pose and Shape EstimationCode1
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
Benchmarking and Analyzing 3D Human Pose and Shape Estimation Beyond AlgorithmsCode1
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a VideoCode1
BinaryHPE: 3D Human Pose and Shape Estimation via BinarizationCode1
D-PoSE: Depth as an Intermediate Representation for 3D Human Pose and Shape EstimationCode1
EventHPE: Event-based 3D Human Pose and Shape EstimationCode1
Global-to-Local Modeling for Video-based 3D Human Pose and Shape EstimationCode1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution EstimationCode1
3D Human Pose and Shape Estimation via HybrIK-TransformerCode1
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiationCode1
Learning to Regress Bodies from Images using Differentiable Semantic RenderingCode1
MEEV: Body Mesh Estimation On Egocentric VideoCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SemanticsTTA (HMR2.0)Average MPJPE (mm)104.6Unverified
2MEEVAverage MPJPE (mm)82.3Unverified