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 201–250 of 665 papers

TitleStatusHype
Graph Stacked Hourglass Networks for 3D Human Pose EstimationCode1
Epipolar TransformersCode1
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic DataCode1
Estimating Egocentric 3D Human Pose in Global SpaceCode1
Body Meshes as PointsCode1
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single ImageCode1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal TransformerCode1
EventEgo3D: 3D Human Motion Capture from Egocentric Event StreamsCode1
Human Pose Regression with Residual Log-likelihood EstimationCode1
SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D ClothingCode1
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
SmoothNet: A Plug-and-Play Network for Refining Human Poses in VideosCode1
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in VideosCode1
KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree RotationCode1
Context Modeling in 3D Human Pose Estimation: A Unified PerspectiveCode1
HDFormer: High-order Directed Transformer for 3D Human Pose EstimationCode1
Human-M3: A Multi-view Multi-modal Dataset for 3D Human Pose Estimation in Outdoor ScenesCode1
SPEC: Seeing People in the Wild with an Estimated CameraCode1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-LearningCode1
Conditional Directed Graph Convolution for 3D Human Pose EstimationCode1
3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose EstimationCode1
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular VideosCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Towards Precise 3D Human Pose Estimation with Multi-Perspective Spatial-Temporal Relational TransformersCode1
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion ReconstructionCode1
LiDAR-HMR: 3D Human Mesh Recovery from LiDARCode1
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World ConditionsCode1
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the WildCode1
Multi-Garment Net: Learning to Dress 3D People from ImagesCode1
Pre-training a Density-Aware Pose Transformer for Robust LiDAR-based 3D Human Pose EstimationCode1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric ApproachCode1
A Dual-Source Approach for 3D Pose Estimation from a Single Image—0
3D Human Pose Estimation via Explicit Compositional Depth Maps—0
Graph and Skipped Transformer: Exploiting Spatial and Temporal Modeling Capacities for Efficient 3D Human Pose Estimation—0
GloPro: Globally-Consistent Uncertainty-Aware 3D Human Pose Estimation & Tracking in the Wild—0
A Dual-Source Approach for 3D Human Pose Estimation from a Single Image—0
In the Wild Human Pose Estimation Using Explicit 2D Features and Intermediate 3D Representations—0
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training—0
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction—0
Geometric Pose Affordance: 3D Human Pose with Scene Constraints—0
GenHPE: Generative Counterfactuals for 3D Human Pose Estimation with Radio Frequency Signals—0
GenHMR: Generative Human Mesh Recovery—0
Cascaded Pyramid Network for 3D Human Pose Estimation Challenge—0
Generating Multiple Diverse Hypotheses for Human 3D Pose Consistent with 2D Joint Detections—0
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network—0
Adaptive Multi-view and Temporal Fusing Transformer for 3D Human Pose Estimation—0
(Fusionformer):Exploiting the Joint Motion Synergy with Fusion Network Based On Transformer for 3D Human Pose Estimation—0
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video—0
3D Human Pose Estimation Using Möbius Graph Convolutional Networks—0
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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