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 151200 of 665 papers

TitleStatusHype
Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose EstimationCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Deep Learning-Based Human Pose Estimation: A SurveyCode1
Human-M3: A Multi-view Multi-modal Dataset for 3D Human Pose Estimation in Outdoor ScenesCode1
3D Human Pose Estimation with Spatial and Temporal TransformersCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Deep Reinforcement Learning for Active Human Pose EstimationCode1
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh ReconstructionCode1
Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted SensorsCode1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal TransformerCode1
Deformable Mesh Transformer for 3D Human Mesh RecoveryCode1
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosCode1
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose EstimationCode1
A simple yet effective baseline for 3d human pose estimationCode1
HTNet: Human Topology Aware Network for 3D Human Pose EstimationCode1
LiDAR-HMR: 3D Human Mesh Recovery from LiDARCode1
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with TransformersCode1
DH-AUG: DH Forward Kinematics Model Driven Augmentation for 3D Human Pose EstimationCode1
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual PerceptionCode1
Making DensePose fast and lightCode1
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose ReconstructionCode1
DiffPose: Toward More Reliable 3D Pose EstimationCode1
MeshPose: Unifying DensePose and 3D Body Mesh reconstructionCode1
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis AggregationCode1
Diffusion-based Pose Refinement and Muti-hypothesis Generation for 3D Human Pose EstimaitonCode1
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent ConversationCode1
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal DenoiserCode1
Double-chain Constraints for 3D Human Pose Estimation in Images and VideosCode1
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose EstimationCode1
Fusing Monocular Images and Sparse IMU Signals for Real-time Human Motion CaptureCode1
Dual networks based 3D Multi-Person Pose Estimation from Monocular VideoCode1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised LearningCode1
Human Pose Regression with Residual Log-likelihood EstimationCode1
Dynamic Multi-Person Mesh Recovery From Uncalibrated Multi-View CamerasCode1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose EstimationCode1
AGORA: Avatars in Geography Optimized for Regression AnalysisCode1
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the WildCode1
EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose EstimationCode1
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D PosesCode1
Estimating Egocentric 3D Human Pose in Global SpaceCode1
HDFormer: High-order Directed Transformer for 3D Human Pose EstimationCode1
EM-POSE: 3D Human Pose Estimation From Sparse Electromagnetic TrackersCode1
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose EstimationCode1
Context Modeling in 3D Human Pose Estimation: A Unified PerspectiveCode1
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild EnvironmentCode1
EventEgo3D: 3D Human Motion Capture from Egocentric Event StreamsCode1
BLAPose: Enhancing 3D Human Pose Estimation with Bone Length AdjustmentCode1
3D human pose estimation in video with temporal convolutions and semi-supervised trainingCode1
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
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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