SOTAVerified

3D Human Pose Estimation

3D Human Pose Estimation is a computer vision task that involves estimating the 3D positions and orientations of body joints and bones from 2D images or videos. The goal is to reconstruct the 3D pose of a person in real-time, which can be used in a variety of applications, such as virtual reality, human-computer interaction, and motion analysis.

Papers

Showing 201250 of 665 papers

TitleStatusHype
Making DensePose fast and lightCode1
Cascaded deep monocular 3D human pose estimation with evolutionary training dataCode1
3D Human Mesh Regression with Dense CorrespondenceCode1
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose ReconstructionCode1
Epipolar TransformersCode1
Motion Guided 3D Pose Estimation from VideosCode1
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild EnvironmentCode1
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth SupervisionCode1
Exemplar Fine-Tuning for 3D Human Model Fitting Towards In-the-Wild 3D Human Pose EstimationCode1
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
Compressed Volumetric Heatmaps for Multi-Person 3D Pose EstimationCode1
Optical Non-Line-of-Sight Physics-based 3D Human Pose EstimationCode1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric ApproachCode1
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion PredictionCode1
A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in VideoCode1
TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment StyleCode1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
PoseNet3D: Learning Temporally Consistent 3D Human Pose via Knowledge DistillationCode1
Metric-Scale Truncation-Robust Heatmaps for 3D Human Pose EstimationCode1
Anatomy-aware 3D Human Pose Estimation with Bone-based Pose DecompositionCode1
Deep Reinforcement Learning for Active Human Pose EstimationCode1
VIBE: Video Inference for Human Body Pose and Shape EstimationCode1
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the LoopCode1
Multi-Garment Net: Learning to Dress 3D People from ImagesCode1
Semantic Graph Convolutional Networks for 3D Human Pose RegressionCode1
Monocular 3D Human Pose Estimation by Generation and Ordinal RankingCode1
Deep High-Resolution Representation Learning for Human Pose EstimationCode1
3D human pose estimation in video with temporal convolutions and semi-supervised trainingCode1
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action RecognitionCode1
A simple yet effective baseline for 3d human pose estimationCode1
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human PoseCode1
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single ImageCode1
Systematic Comparison of Projection Methods for Monocular 3D Human Pose Estimation on Fisheye Images0
ExtPose: Robust and Coherent Pose Estimation by Extending ViTs0
PoseGRAF: Geometric-Reinforced Adaptive Fusion for Monocular 3D Human Pose EstimationCode0
Learning Pyramid-structured Long-range Dependencies for 3D Human Pose EstimationCode0
UPTor: Unified 3D Human Pose Dynamics and Trajectory Prediction for Human-Robot Interaction0
HDiffTG: A Lightweight Hybrid Diffusion-Transformer-GCN Architecture for 3D Human Pose EstimationCode0
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation0
3D Human Pose Estimation via Spatial Graph Order Attention and Temporal Body Aware TransformerCode0
Unsupervised Cross-Domain 3D Human Pose Estimation via Pseudo-Label-Guided Global Transforms0
Benchmarking 3D Human Pose Estimation Models Under Occlusions0
Multi-person Physics-based Pose Estimation for Combat Sports0
Cooperative Inference for Real-Time 3D Human Pose Estimation in Multi-Device Edge NetworksCode0
Dual-stream Transformer-GCN Model with Contextualized Representations Learning for Monocular 3D Human Pose EstimationCode0
HiPART: Hierarchical Pose AutoRegressive Transformer for Occluded 3D Human Pose Estimation0
SCJD: Sparse Correlation and Joint Distillation for Efficient 3D Human Pose EstimationCode0
Bring Your Rear Cameras for Egocentric 3D Human Pose Estimation0
Online Test-time Adaptation for 3D Human Pose Estimation: A Practical Perspective with Estimated 2D Poses0
GenHPE: Generative Counterfactuals for 3D Human Pose Estimation with Radio Frequency Signals0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Simple-baselinePA-MPJPE157Unverified
2HMRMPJPE130Unverified
3BMPMPVPE119.3Unverified
4SPINMPVPE116.4Unverified
5Wenshuo et a;.MPVPE112.6Unverified
6TCMR (T=16 w/o 3DPW)MPVPE111.5Unverified
7CHOMPMPVPE110.1Unverified
8PC-HMRMPVPE108.6Unverified
93DCrowdNetMPVPE108.5Unverified
10SMPLifyPA-MPJPE106.8Unverified
#ModelMetricClaimedVerifiedStatus
1VNect (Augm.)MPJPE124.7Unverified
2HMRMPJPE124.2Unverified
3Single-Shot Multi-PersonMPJPE122.2Unverified
4MehtaMPJPE117.6Unverified
5PONetMPJPE115Unverified
6Pose Consensus (monocular)MPJPE112.1Unverified
7GeoRep (fully-supervised)MPJPE110.8Unverified
8XFormer (HRNet)MPJPE109.8Unverified
9EpipolarPose (fully-supervised)MPJPE108.99Unverified
10SPINMPJPE105.2Unverified