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

Showing 501550 of 665 papers

TitleStatusHype
Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation0
Learning Probabilistic Non-Linear Latent Variable Models for Tracking Complex Activities0
Learning to Estimate 3D Human Pose and Shape from a Single Color Image0
Learning to Estimate 3D Human Pose from Point Cloud0
Learning Unorthogonalized Matrices for Rotation Estimation0
Leveraging Temporal Joint Depths for Improving 3D Human Pose Estimation in Video0
LiDARCap: Long-range Marker-less 3D Human Motion Capture with LiDAR Point Clouds0
LiftFormer: 3D Human Pose Estimation using attention models0
Lifting by Image -- Leveraging Image Cues for Accurate 3D Human Pose Estimation0
Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning0
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation0
LInKs "Lifting Independent Keypoints" -- Partial Pose Lifting for Occlusion Handling with Improved Accuracy in 2D-3D Human Pose Estimation0
Listening Human Behavior: 3D Human Pose Estimation With Acoustic Signals0
LPFormer: LiDAR Pose Estimation Transformer with Multi-Task Network0
M3GYM: A Large-Scale Multimodal Multi-view Multi-person Pose Dataset for Fitness Activity Understanding in Real-world Settings0
Making the Invisible Visible: Action Recognition Through Walls and Occlusions0
Markerless Multi-view 3D Human Pose Estimation: a survey0
Maximum-Margin Structured Learning with Deep Networks for 3D Human Pose Estimation0
MoCap-guided Data Augmentation for 3D Pose Estimation in the Wild0
Monocular 3D Human Pose Estimation by Predicting Depth on Joints0
Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision0
Monocular Human Pose Estimation: A Survey of Deep Learning-based Methods0
Motion-DVAE: Unsupervised learning for fast human motion denoising0
Motion Projection Consistency Based 3D Human Pose Estimation with Virtual Bones from Monocular Videos0
Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images0
MPM: A Unified 2D-3D Human Pose Representation via Masked Pose Modeling0
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors0
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose0
Multi-hop graph transformer network for 3D human pose estimation0
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation0
Multi-modal 3D Human Pose Estimation with 2D Weak Supervision in Autonomous Driving0
Multi-modal Pose Diffuser: A Multimodal Generative Conditional Pose Prior0
Multi-Person 3D Human Pose Estimation from Monocular Images0
Multi-Person 3D Pose Estimation from Multi-View Uncalibrated Depth Cameras0
Multi-person Physics-based Pose Estimation for Combat Sports0
Multi-Scale Networks for 3D Human Pose Estimation with Inference Stage Optimization0
Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video0
Multi-View Person Matching and 3D Pose Estimation with Arbitrary Uncalibrated Camera Networks0
Mutual Adaptive Reasoning for Monocular 3D Multi-Person Pose Estimation0
MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation0
Neural Descent for Visual 3D Human Pose and Shape0
Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation0
Not All Parts Are Created Equal: 3D Pose Estimation by Modeling Bi-Directional Dependencies of Body Parts0
Object-Occluded Human Shape and Pose Estimation From a Single Color Image0
Occluded Human Mesh Recovery0
Occluded Joints Recovery in 3D Human Pose Estimation based on Distance Matrix0
Occlusion-Aware Networks for 3D Human Pose Estimation in Video0
Occlusion Handling in 3D Human Pose Estimation with Perturbed Positional Encoding0
Occlusion Resilient 3D Human Pose Estimation0
Occlusion Robust 3D Human Pose Estimation with StridedPoseGraphFormer and Data Augmentation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Simple-baselinePA-MPJPE157Unverified
2HMRMPJPE130Unverified
3BMPMPVPE119.3Unverified
4SPINMPVPE116.4Unverified
5Wenshuo et a;.MPVPE112.6Unverified
6TCMR (T=16 w/o 3DPW)MPVPE111.5Unverified
7CHOMPMPVPE110.1Unverified
8PC-HMRMPVPE108.6Unverified
93DCrowdNetMPVPE108.5Unverified
10SMPLifyPA-MPJPE106.8Unverified
#ModelMetricClaimedVerifiedStatus
1VNect (Augm.)MPJPE124.7Unverified
2HMRMPJPE124.2Unverified
3Single-Shot Multi-PersonMPJPE122.2Unverified
4MehtaMPJPE117.6Unverified
5PONetMPJPE115Unverified
6Pose Consensus (monocular)MPJPE112.1Unverified
7GeoRep (fully-supervised)MPJPE110.8Unverified
8XFormer (HRNet)MPJPE109.8Unverified
9EpipolarPose (fully-supervised)MPJPE108.99Unverified
10SPINMPJPE105.2Unverified