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
CameraHMR: Aligning People with PerspectiveCode3
Neural Localizer Fields for Continuous 3D Human Pose and Shape EstimationCode3
GST: Precise 3D Human Body from a Single Image with Gaussian Splatting TransformersCode2
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape EstimationCode2
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular ImagesCode2
Recovering 3D Human Mesh from Monocular Images: A SurveyCode2
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape EstimationCode2
D-PoSE: Depth as an Intermediate Representation for 3D Human Pose and Shape EstimationCode1
BinaryHPE: 3D Human Pose and Shape Estimation via BinarizationCode1
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution EstimationCode1
Global-to-Local Modeling for Video-based 3D Human Pose and Shape EstimationCode1
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokensCode1
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
MEEV: Body Mesh Estimation On Egocentric VideoCode1
Benchmarking and Analyzing 3D Human Pose and Shape Estimation Beyond AlgorithmsCode1
AirPose: Multi-View Fusion Network for Aerial 3D Human Pose and Shape EstimationCode1
Learning to Regress Bodies from Images using Differentiable Semantic RenderingCode1
EventHPE: Event-based 3D Human Pose and Shape EstimationCode1
PARE: Part Attention Regressor for 3D Human Body EstimationCode1
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
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a VideoCode1
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the WildCode1
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Benchmark Results

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