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-person Physics-based Pose Estimation for Combat Sports0
RapidPoseTriangulation: Multi-view Multi-person Whole-body Human Pose Triangulation in a MillisecondCode0
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single ShotCode3
Instance-aware Contrastive Learning for Occluded Human Mesh ReconstructionCode1
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction0
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild0
Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the WildCode1
A Unified Multi-view Multi-person Tracking Framework0
Weakly Supervised 3D Multi-person Pose Estimation for Large-scale Scenes based on Monocular Camera and Single LiDAR0
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and RefinementCode1
AdaptivePose++: A Powerful Single-Stage Network for Multi-Person Pose RegressionCode1
IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation0
QuickPose: Real-time Multi-view Multi-person Pose Estimation in Crowded Scenes0
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic ProjectionCode1
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation0
VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual DataCode1
Mutual Adaptive Reasoning for Monocular 3D Multi-Person Pose Estimation0
VTP: Volumetric Transformer for Multi-view Multi-person 3D Pose Estimation0
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose0
Dual networks based 3D Multi-Person Pose Estimation from Monocular VideoCode1
Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation0
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose EstimationCode1
Direct Multi-view Multi-person 3D Pose EstimationCode1
Real-time, low-cost multi-person 3D pose estimation0
Shape-aware Multi-Person Pose Estimation from Multi-View Images0
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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
9Faster VoxelPosePCP3D97.6Unverified
104D Association PosePCP3D97.6Unverified
#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
2UMMTPCP3D97Unverified
3SmartEdgeSensorPCP3D97Unverified
4PlaneSweepPosePCP3D97Unverified
5Faster VoxelPosePCP3D96.9Unverified
6Part-aware PosePCP3D96.79Unverified
7VoxelPosePCP3D96.7Unverified
8VoxelTrackPCP3D96.7Unverified
9crossview_3d_pose_trackingPCP3D96.6Unverified
10Cross-ViewPCP3D96.6Unverified
#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