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
PSVT: End-to-End Multi-person 3D Pose and Shape Estimation with Progressive Video Transformers—0
GATOR: Graph-Aware Transformer with Motion-Disentangled Regression for Human Mesh Recovery from a 2D PoseCode1
Proactive Multi-Camera Collaboration For 3D Human Pose Estimation—0
Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial ScenesCode2
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokensCode1
HopFIR: Hop-wise GraphFormer with Intragroup Joint Refinement for 3D Human Pose Estimation—0
View Consistency Aware Holistic Triangulation for 3D Human Pose Estimation—0
HTNet: Human Topology Aware Network for 3D Human Pose EstimationCode1
Pose-Oriented Transformer with Uncertainty-Guided Refinement for 2D-to-3D Human Pose Estimation—0
3D Human Pose and Shape Estimation via HybrIK-TransformerCode1
HDFormer: High-order Directed Transformer for 3D Human Pose EstimationCode1
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiationCode1
HSTFormer: Hierarchical Spatial-Temporal Transformers for 3D Human Pose EstimationCode0
Neuromorphic High-Frequency 3D Dancing Pose Estimation in Dynamic Environment—0
CameraPose: Weakly-Supervised Monocular 3D Human Pose Estimation by Leveraging In-the-wild 2D Annotations—0
SEFD: Learning to Distill Complex Pose and OcclusionCode1
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape RecoveryCode0
Listening Human Behavior: 3D Human Pose Estimation With Acoustic Signals—0
3D Human Pose Estimation With Spatio-Temporal Criss-Cross AttentionCode1
Deformable Mesh Transformer for 3D Human Mesh RecoveryCode1
DensePose From WiFiCode2
Learning 3D Human Pose Estimation from Dozens of Datasets using a Geometry-Aware Autoencoder to Bridge Between Skeleton FormatsCode2
RFPose-OT: RF-Based 3D Human Pose Estimation via Optimal Transport Theory—0
Learning to Estimate 3D Human Pose from Point Cloud—0
Advanced Baseline for 3D Human Pose Estimation: A Two-Stage Approach—0
Scene-aware Egocentric 3D Human Pose EstimationCode1
GFPose: Learning 3D Human Pose Prior with Gradient FieldsCode1
HUM3DIL: Semi-supervised Multi-modal 3D Human Pose Estimation for Autonomous Driving—0
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic ModelCode0
DiffPose: Toward More Reliable 3D Pose EstimationCode1
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in VideosCode1
DiffPose: Multi-hypothesis Human Pose Estimation using Diffusion models—0
H3WB: Human3.6M 3D WholeBody Dataset and BenchmarkCode2
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh ReconstructionCode0
Unsupervised 3D Keypoint Discovery with Multi-View Geometry—0
Weakly-supervised Pre-training for 3D Human Pose Estimation via Perspective Knowledge—0
Anatomy-guided domain adaptation for 3D in-bed human pose estimationCode1
PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body EstimationCode0
MogaNet: Multi-order Gated Aggregation NetworkCode2
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and RefinementCode1
MEEV: Body Mesh Estimation On Egocentric VideoCode1
BlanketGen - A synthetic blanket occlusion augmentation pipeline for MoCap datasets—0
3D Human Pose Estimation in Multi-View Operating Room Videos Using Differentiable Camera Projections—0
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributionsCode0
A New Spatio-Temporal Loss Function for 3D Motion Reconstruction and Extended Temporal Metrics for Motion Evaluation—0
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors—0
MotionBERT: A Unified Perspective on Learning Human Motion RepresentationsCode3
Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting TransformersCode1
ACRNet: Attention Cube Regression Network for Multi-view Real-time 3D Human Pose Estimation in TelemedicineCode0
Self-Supervised 3D Human Pose Estimation in Static Video Via Neural Rendering—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