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 501–550 of 665 papers

TitleStatusHype
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training—0
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation—0
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation—0
Monocular Human Pose and Shape Reconstruction using Part Differentiable Rendering—0
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows—0
Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild—0
Back to the Future: Joint Aware Temporal Deep Learning 3D Human Pose EstimationCode0
3D Human Pose Estimation via Explicit Compositional Depth Maps—0
AnimePose: Multi-person 3D pose estimation and animation—0
Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning—0
Learning 3D Human Shape and Pose from Dense Body PartsCode0
ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion CaptureCode0
Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action RecognitionCode0
DeepFuse: An IMU-Aware Network for Real-Time 3D Human Pose Estimation from Multi-View Image—0
Consensus-based Optimization for 3D Human Pose Estimation in Camera CoordinatesCode0
Single-shot 3D multi-person pose estimation in complex images—0
Chirality Nets for Human Pose RegressionCode0
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation—0
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human poseCode0
On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos—0
Not All Parts Are Created Equal: 3D Pose Estimation by Modeling Bi-Directional Dependencies of Body Parts—0
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional NetworksCode0
Occlusion-Aware Networks for 3D Human Pose Estimation in Video—0
Optimizing Network Structure for 3D Human Pose Estimation—0
DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare—0
Multi-Person 3D Human Pose Estimation from Monocular Images—0
Making the Invisible Visible: Action Recognition Through Walls and Occlusions—0
Weakly-Supervised 3D Pose Estimation from a Single Image using Multi-View Consistency—0
Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense—0
Cross View Fusion for 3D Human Pose EstimationCode0
Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images—0
Trajectory Space Factorization for Deep Video-Based 3D Human Pose EstimationCode0
Human Mesh Recovery from Monocular Images via a Skeleton-disentangled RepresentationCode0
Resolving 3D Human Pose Ambiguities with 3D Scene ConstraintsCode0
Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation—0
Predicting 3D Human Dynamics from VideoCode0
Semantic Estimation of 3D Body Shape and Pose using Minimal Cameras—0
Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images—0
Learning to Dress 3D People in Generative ClothingCode0
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB ImageCode0
A Unified Deep Framework for Joint 3D Pose Estimation and Action Recognition from a Single RGB Camera—0
Sim2real transfer learning for 3D human pose estimation: motion to the rescue—0
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB CameraCode0
HoloPose: Holistic 3D Human Reconstruction In-The-Wild—0
Learning Pose Grammar for Monocular 3D Pose Estimation—0
Patch-based 3D Human Pose Refinement—0
Geometric Pose Affordance: 3D Human Pose with Scene Constraints—0
Learnable Triangulation of Human PoseCode0
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human DigitizationCode0
Exploiting temporal context for 3D human pose estimation in the wildCode0
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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