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 101150 of 665 papers

TitleStatusHype
3D Human Pose Estimation With Spatio-Temporal Criss-Cross AttentionCode1
Deformable Mesh Transformer for 3D Human Mesh RecoveryCode1
SEFD: Learning to Distill Complex Pose and OcclusionCode1
Scene-aware Egocentric 3D Human Pose EstimationCode1
GFPose: Learning 3D Human Pose Prior with Gradient FieldsCode1
DiffPose: Toward More Reliable 3D Pose EstimationCode1
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in VideosCode1
Anatomy-guided domain adaptation for 3D in-bed human pose estimationCode1
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and RefinementCode1
MEEV: Body Mesh Estimation On Egocentric VideoCode1
Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting TransformersCode1
D&D: Learning Human Dynamics from Dynamic CameraCode1
PPT: token-Pruned Pose Transformer for monocular and multi-view human pose estimationCode1
MoCapDeform: Monocular 3D Human Motion Capture in Deformable ScenesCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with TransformersCode1
Live Stream Temporally Embedded 3D Human Body Pose and Shape EstimationCode1
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
DH-AUG: DH Forward Kinematics Model Driven Augmentation for 3D Human Pose EstimationCode1
Learning to Estimate External Forces of Human Motion in VideoCode1
Occluded Human Body Capture with Self-Supervised Spatial-Temporal Motion PriorCode1
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose EstimationCode1
Efficient Human Pose Estimation via 3D Event Point CloudCode1
Dual networks based 3D Multi-Person Pose Estimation from Monocular VideoCode1
PedRecNet: Multi-task deep neural network for full 3D human pose and orientation estimationCode1
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose EstimationCode1
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localizationCode1
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDARCode1
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose EstimationCode1
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose EstimationCode1
SmoothNet: A Plug-and-Play Network for Refining Human Poses in VideosCode1
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion GenerationCode1
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D PosesCode1
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic CamerasCode1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-LearningCode1
MHFormer: Multi-Hypothesis Transformer for 3D Human Pose EstimationCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online AdaptationCode1
Dynamic Multi-Person Mesh Recovery From Uncalibrated Multi-View CamerasCode1
Leveraging MoCap Data for Human Mesh RecoveryCode1
TransFusion: Cross-view Fusion with Transformer for 3D Human Pose EstimationCode1
Localization with Sampling-ArgmaxCode1
Learning to Regress Bodies from Images using Differentiable Semantic RenderingCode1
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the WildCode1
SPEC: Seeing People in the Wild with an Estimated CameraCode1
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose EstimationCode1
Probabilistic Modeling for Human Mesh RecoveryCode1
Sequential 3D Human Pose Estimation Using Adaptive Point Cloud Sampling StrategyCode1
DECA: Deep viewpoint-Equivariant human pose estimation using Capsule AutoencodersCode1
LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh RenderingCode1
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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