SOTAVerified

3D human pose and shape estimation

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 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
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
Semantics-aware Test-time Adaptation for 3D Human Pose Estimation—0
Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh RecoveryCode0
Personalized 3D Human Pose and Shape Refinement—0
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models—0
BundleMoCap: Efficient, Robust and Smooth Motion Capture from Sparse Multiview Videos—0
PointHPS: Cascaded 3D Human Pose and Shape Estimation from Point Clouds—0
PSVT: End-to-End Multi-person 3D Pose and Shape Estimation with Progressive Video Transformers—0
Rethinking Self-Supervised Visual Representation Learning in Pre-training for 3D Human Pose and Shape Estimation—0
Learnable human mesh triangulation for 3D human pose and shape estimation—0
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape EstimationCode0
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video—0
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation—0
Camera Motion Agnostic 3D Human Pose EstimationCode0
Revitalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation—0
Self-Attentive 3D Human Pose and Shape Estimation from Videos—0
A novel joint points and silhouette-based method to estimate 3D human pose and shape—0
Consistency-Aware Graph Network for Human Interaction UnderstandingCode0
Sequential 3D Human Pose and Shape Estimation From Point Clouds—0
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows—0
Learning 3D Human Shape and Pose from Dense Body PartsCode0
Convolutional Mesh Regression for Single-Image Human Shape ReconstructionCode0
Unite the People: Closing the Loop Between 3D and 2D Human RepresentationsCode0
Coupling Top-down and Bottom-up Methods for 3D Human Pose and Shape Estimation from Monocular Image Sequences—0
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Benchmark Results

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