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

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Showing 101–150 of 665 papers

TitleStatusHype
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
Body Meshes as PointsCode1
3D Human Mesh Regression with Dense CorrespondenceCode1
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal DenoiserCode1
Graph Stacked Hourglass Networks for 3D Human Pose EstimationCode1
KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree RotationCode1
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose EstimationCode1
Learning to Estimate External Forces of Human Motion in VideoCode1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-LearningCode1
Dual networks based 3D Multi-Person Pose Estimation from Monocular VideoCode1
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose EstimationCode1
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the WildCode1
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the WildCode1
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose EstimationCode1
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokensCode1
Cascaded deep monocular 3D human pose estimation with evolutionary training dataCode1
Localization with Sampling-ArgmaxCode1
HDFormer: High-order Directed Transformer for 3D Human Pose EstimationCode1
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion GenerationCode1
Global Adaptation meets Local Generalization: Unsupervised Domain Adaptation for 3D Human Pose EstimationCode1
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human PoseCode1
Co-Evolution of Pose and Mesh for 3D Human Body Estimation from VideoCode1
Combining Implicit Function Learning and Parametric Models for 3D Human ReconstructionCode1
MeshPose: Unifying DensePose and 3D Body Mesh reconstructionCode1
Compressed Volumetric Heatmaps for Multi-Person 3D Pose EstimationCode1
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic CamerasCode1
Global-to-Local Modeling for Video-based 3D Human Pose and Shape EstimationCode1
GATOR: Graph-Aware Transformer with Motion-Disentangled Regression for Human Mesh Recovery from a 2D PoseCode1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric ApproachCode1
GFPose: Learning 3D Human Pose Prior with Gradient FieldsCode1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular VideosCode1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape EstimationCode1
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion ReconstructionCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh ReconstructionCode1
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal TransformerCode1
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose EstimationCode1
EventEgo3D: 3D Human Motion Capture from Egocentric Event StreamsCode1
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with TransformersCode1
D&D: Learning Human Dynamics from Dynamic CameraCode1
Deformable Mesh Transformer for 3D Human Mesh RecoveryCode1
DECA: Deep viewpoint-Equivariant human pose estimation using Capsule AutoencodersCode1
A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in VideoCode1
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose EstimationCode1
Anatomy-aware 3D Human Pose Estimation with Bone-based Pose DecompositionCode1
GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular VideoCode1
Anatomy-guided domain adaptation for 3D in-bed human pose estimationCode1
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual PerceptionCode1
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All datasets3DPWMPI-INF-3DHPHuman3.6MHumanEva-IH3WBTotal CaptureEMDBAGORAPanopticSurreal3D Poses in the Wild ChallengeAIST++

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Simple-baselinePA-MPJPE157—Unverified
2HMRMPJPE130—Unverified
3BMPMPVPE119.3—Unverified
4SPINMPVPE116.4—Unverified
5Wenshuo et a;.MPVPE112.6—Unverified
6TCMR (T=16 w/o 3DPW)MPVPE111.5—Unverified
7CHOMPMPVPE110.1—Unverified
8PC-HMRMPVPE108.6—Unverified
93DCrowdNetMPVPE108.5—Unverified
10SMPLifyPA-MPJPE106.8—Unverified
#ModelMetricClaimedVerifiedStatus
1VNect (Augm.)MPJPE124.7—Unverified
2HMRMPJPE124.2—Unverified
3Single-Shot Multi-PersonMPJPE122.2—Unverified
4MehtaMPJPE117.6—Unverified
5PONetMPJPE115—Unverified
6Pose Consensus (monocular)MPJPE112.1—Unverified
7GeoRep (fully-supervised)MPJPE110.8—Unverified
8XFormer (HRNet)MPJPE109.8—Unverified
9EpipolarPose (fully-supervised)MPJPE108.99—Unverified
10SPINMPJPE105.2—Unverified