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 1–10 of 62 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RapidPoseTriangulation (with corrected labels) | PCP3D | 100 | — | Unverified |
| 2 | Feiz et al. (Kinematics) | PCP3D | 98.6 | — | Unverified |
| 3 | Zhang et al. | PCP3D | 98.1 | — | Unverified |
| 4 | QuickPose | PCP3D | 98.1 | — | Unverified |
| 5 | TesseTrack (correct) | PCP3D | 97.9 | — | Unverified |
| 6 | PlaneSweepPose | PCP3D | 97.9 | — | Unverified |
| 7 | PRGN | PCP3D | 97.7 | — | Unverified |
| 8 | UTTM | PCP3D | 97.7 | — | Unverified |
| 9 | 4D Association Pose | PCP3D | 97.6 | — | Unverified |
| 10 | Faster VoxelPose | PCP3D | 97.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BMP | Average MPJPE (mm) | 135.4 | — | Unverified |
| 2 | InstanceHMR | Average MPJPE (mm) | 126.1 | — | Unverified |
| 3 | SMAP | Average MPJPE (mm) | 61.8 | — | Unverified |
| 4 | VirtualPose | Average MPJPE (mm) | 58.9 | — | Unverified |
| 5 | GR-M3D | Average MPJPE (mm) | 57.9 | — | Unverified |
| 6 | DAS | Average MPJPE (mm) | 53.8 | — | Unverified |
| 7 | HMOR | Average MPJPE (mm) | 51.6 | — | Unverified |
| 8 | MVG | Average MPJPE (mm) | 50 | — | Unverified |
| 9 | PIRN | Average MPJPE (mm) | 49.8 | — | Unverified |
| 10 | IVT (f=5) | Average MPJPE (mm) | 48.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TesseTrack | PCP3D | 97.4 | — | Unverified |
| 2 | PlaneSweepPose | PCP3D | 97 | — | Unverified |
| 3 | UMMT | PCP3D | 97 | — | Unverified |
| 4 | SmartEdgeSensor | PCP3D | 97 | — | Unverified |
| 5 | Faster VoxelPose | PCP3D | 96.9 | — | Unverified |
| 6 | Part-aware Pose | PCP3D | 96.79 | — | Unverified |
| 7 | VoxelPose | PCP3D | 96.7 | — | Unverified |
| 8 | VoxelTrack | PCP3D | 96.7 | — | Unverified |
| 9 | crossview_3d_pose_tracking | PCP3D | 96.6 | — | Unverified |
| 10 | MvP | PCP3D | 96.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement | 3DPCK | 89.9 | — | Unverified |
| 2 | Multi-HMR | 3DPCK | 89.5 | — | Unverified |
| 3 | Unsupervised Cross-Modal Alignment | 3DPCK | 78.4 | — | Unverified |
| 4 | MUG | 3DPCK | 76.27 | — | Unverified |
| 5 | 3DCrowdNet | 3DPCK | 76.2 | — | Unverified |
| 6 | SelecSLS | 3DPCK | 75.8 | — | Unverified |
| 7 | HG-RCNN | 3DPCK | 74.2 | — | Unverified |
| 8 | BMP | 3DPCK | 73.83 | — | Unverified |
| 9 | 3DCrowdNet (HigherHRNet) | 3DPCK | 72.7 | — | Unverified |