SOTAVerified

3D human pose and shape estimation

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

Papers

Showing 150 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
PARE: Part Attention Regressor for 3D Human Body EstimationCode1
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the WildCode1
Unite the People: Closing the Loop Between 3D and 2D Human RepresentationsCode0
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape EstimationCode0
Convolutional Mesh Regression for Single-Image Human Shape ReconstructionCode0
Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh RecoveryCode0
Learning 3D Human Shape and Pose from Dense Body PartsCode0
Camera Motion Agnostic 3D Human Pose EstimationCode0
Consistency-Aware Graph Network for Human Interaction UnderstandingCode0
PSVT: End-to-End Multi-person 3D Pose and Shape Estimation with Progressive Video Transformers0
Coupling Top-down and Bottom-up Methods for 3D Human Pose and Shape Estimation from Monocular Image Sequences0
A novel joint points and silhouette-based method to estimate 3D human pose and shape0
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models0
Rethinking Self-Supervised Visual Representation Learning in Pre-training for 3D Human Pose and Shape Estimation0
Revitalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation0
Self-Attentive 3D Human Pose and Shape Estimation from Videos0
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video0
Semantics-aware Test-time Adaptation for 3D Human Pose Estimation0
Sequential 3D Human Pose and Shape Estimation From Point Clouds0
Learnable human mesh triangulation for 3D human pose and shape estimation0
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows0
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation0
BundleMoCap: Efficient, Robust and Smooth Motion Capture from Sparse Multiview Videos0
Personalized 3D Human Pose and Shape Refinement0
PointHPS: Cascaded 3D Human Pose and Shape Estimation from Point Clouds0
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Benchmark Results

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