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 151–200 of 665 papers

TitleStatusHype
Probabilistic Monocular 3D Human Pose Estimation with Normalizing FlowsCode1
Improving Robustness and Accuracy via Relative Information Encoding in 3D Human Pose EstimationCode1
Human Pose Regression with Residual Log-likelihood EstimationCode1
Conditional Directed Graph Convolution for 3D Human Pose EstimationCode1
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge SensorsCode1
Part-Aware Measurement for Robust Multi-View Multi-Human 3D Pose Estimation and TrackingCode1
Body Meshes as PointsCode1
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose EstimationCode1
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion ReconstructionCode1
AGORA: Avatars in Geography Optimized for Regression AnalysisCode1
Estimating Egocentric 3D Human Pose in Global SpaceCode1
Lifting Monocular Events to 3D Human PosesCode1
PARE: Part Attention Regressor for 3D Human Body EstimationCode1
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded ScenesCode1
On Self-Contact and Human PoseCode1
Mesh GraphormerCode1
Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted SensorsCode1
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback LoopCode1
Graph Stacked Hourglass Networks for 3D Human Pose EstimationCode1
Bilevel Online Adaptation for Out-of-Domain Human Mesh ReconstructionCode1
Context Modeling in 3D Human Pose Estimation: A Unified PerspectiveCode1
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose EstimationCode1
3D Human Pose Estimation with Spatial and Temporal TransformersCode1
Modulated Graph Convolutional Network for 3D Human Pose EstimationCode1
EM-POSE: 3D Human Pose Estimation From Sparse Electromagnetic TrackersCode1
Deep Learning-Based Human Pose Estimation: A SurveyCode1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular VideosCode1
Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose EstimationCode1
End-to-End Human Pose and Mesh Reconstruction with TransformersCode1
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the WildCode1
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh EstimationCode1
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a VideoCode1
Residual Pose: A Decoupled Approach for Depth-based 3D Human Pose EstimationCode1
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded PeopleCode1
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the WildCode1
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the WildCode1
SMAP: Single-Shot Multi-Person Absolute 3D Pose EstimationCode1
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human PoseCode1
Monocular Expressive Body Regression through Body-Driven AttentionCode1
Weakly Supervised Generative Network for Multiple 3D Human Pose HypothesesCode1
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB ImageCode1
3D Human Motion Estimation via Motion Compression and RefinementCode1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the WildCode1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised LearningCode1
Combining Implicit Function Learning and Parametric Models for 3D Human ReconstructionCode1
SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D ClothingCode1
Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View GeometryCode1
SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine ApproachCode1
Self-supervision on Unlabelled OR Data for Multi-person 2D/3D Human Pose EstimationCode1
MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose EstimationCode1
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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