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
Semantics-aware Test-time Adaptation for 3D Human Pose Estimation—0
Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh RecoveryCode0
CameraHMR: Aligning People with PerspectiveCode3
D-PoSE: Depth as an Intermediate Representation for 3D Human Pose and Shape EstimationCode1
GST: Precise 3D Human Body from a Single Image with Gaussian Splatting TransformersCode2
Neural Localizer Fields for Continuous 3D Human Pose and Shape EstimationCode3
Personalized 3D Human Pose and Shape Refinement—0
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models—0
BinaryHPE: 3D Human Pose and Shape Estimation via BinarizationCode1
BundleMoCap: Efficient, Robust and Smooth Motion Capture from Sparse Multiview Videos—0
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
PointHPS: Cascaded 3D Human Pose and Shape Estimation from Point Clouds—0
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape EstimationCode2
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
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
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
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
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular ImagesCode2
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video—0
Recovering 3D Human Mesh from Monocular Images: A SurveyCode2
AirPose: Multi-View Fusion Network for Aerial 3D Human Pose and Shape EstimationCode1
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation—0
Camera Motion Agnostic 3D Human Pose EstimationCode0
Learning to Regress Bodies from Images using Differentiable Semantic RenderingCode1
EventHPE: Event-based 3D Human Pose and Shape EstimationCode1
Revitalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation—0
PARE: Part Attention Regressor for 3D Human Body EstimationCode1
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback LoopCode1
Self-Attentive 3D Human Pose and Shape Estimation from Videos—0
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
A novel joint points and silhouette-based method to estimate 3D human pose and shape—0
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape EstimationCode2
Consistency-Aware Graph Network for Human Interaction UnderstandingCode0
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
Sequential 3D Human Pose and Shape Estimation From Point Clouds—0
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows—0
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
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