SOTAVerified

3D Multi-Person Pose Estimation

This task aims to solve root-relative 3D multi-person pose estimation. No human bounding box and root joint coordinate groundtruth are used in testing time.

( Image credit: RootNet )

Papers

Showing 125 of 62 papers

TitleStatusHype
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single ShotCode3
Monocular, One-stage, Regression of Multiple 3D PeopleCode2
Instance-aware Contrastive Learning for Occluded Human Mesh ReconstructionCode1
Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the WildCode1
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and RefinementCode1
AdaptivePose++: A Powerful Single-Stage Network for Multi-Person Pose RegressionCode1
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual DataCode1
Dual networks based 3D Multi-Person Pose Estimation from Monocular VideoCode1
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose EstimationCode1
Direct Multi-view Multi-person 3D Pose EstimationCode1
SPEC: Seeing People in the Wild with an Estimated CameraCode1
Graph-Based 3D Multi-Person Pose Estimation Using Multi-View ImagesCode1
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge SensorsCode1
Body Meshes as PointsCode1
AGORA: Avatars in Geography Optimized for Regression AnalysisCode1
PARE: Part Attention Regressor for 3D Human Body EstimationCode1
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded ScenesCode1
Multi-View Multi-Person 3D Pose Estimation with Plane Sweep StereoCode1
Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up NetworksCode1
Iterative Greedy Matching for 3D Human Pose Tracking from Multiple ViewsCode1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular VideosCode1
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded PeopleCode1
SMAP: Single-Shot Multi-Person Absolute 3D Pose EstimationCode1
Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View GeometryCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RapidPoseTriangulation (with corrected labels)PCP3D100Unverified
2Feiz et al. (Kinematics)PCP3D98.6Unverified
3Zhang et al.PCP3D98.1Unverified
4QuickPosePCP3D98.1Unverified
5TesseTrack (correct)PCP3D97.9Unverified
6PlaneSweepPosePCP3D97.9Unverified
7PRGNPCP3D97.7Unverified
8UTTMPCP3D97.7Unverified
94D Association PosePCP3D97.6Unverified
10Faster VoxelPosePCP3D97.6Unverified
#ModelMetricClaimedVerifiedStatus
1BMPAverage MPJPE (mm)135.4Unverified
2InstanceHMRAverage MPJPE (mm)126.1Unverified
3SMAPAverage MPJPE (mm)61.8Unverified
4VirtualPoseAverage MPJPE (mm)58.9Unverified
5GR-M3DAverage MPJPE (mm)57.9Unverified
6DASAverage MPJPE (mm)53.8Unverified
7HMORAverage MPJPE (mm)51.6Unverified
8MVGAverage MPJPE (mm)50Unverified
9PIRNAverage MPJPE (mm)49.8Unverified
10IVT (f=5)Average MPJPE (mm)48.4Unverified
#ModelMetricClaimedVerifiedStatus
1TesseTrackPCP3D97.4Unverified
2PlaneSweepPosePCP3D97Unverified
3UMMTPCP3D97Unverified
4SmartEdgeSensorPCP3D97Unverified
5Faster VoxelPosePCP3D96.9Unverified
6Part-aware PosePCP3D96.79Unverified
7VoxelPosePCP3D96.7Unverified
8VoxelTrackPCP3D96.7Unverified
9crossview_3d_pose_trackingPCP3D96.6Unverified
10MvPPCP3D96.6Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement3DPCK89.9Unverified
2Multi-HMR3DPCK89.5Unverified
3Unsupervised Cross-Modal Alignment3DPCK78.4Unverified
4MUG3DPCK76.27Unverified
53DCrowdNet3DPCK76.2Unverified
6SelecSLS3DPCK75.8Unverified
7HG-RCNN3DPCK74.2Unverified
8BMP3DPCK73.83Unverified
93DCrowdNet (HigherHRNet)3DPCK72.7Unverified