| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Human3.6M (test) | SIMLPE | MPJPE9.6 | 85 | 1mo ago | |
| HumanEva-I (test) | KHMP | ADE0.188 | 63 | 25d ago | |
| Human3.6M | TP-RNN | MAE (1000ms)0.77 | 50 | 25d ago | |
| Human3.6M (short-term) | FMS-AM | Walking MAE5.1 | 40 | 1mo ago | |
| 3DPW | DCT-based Graph Convolutional Network | Trajectory Error (400ms)0.95 | 27 | 25d ago | |
| AMASS BMLrub | GCNext | MPJPE (80ms)10.2 | 16 | 1mo ago | |
| AIST++ 10 dance genres | PGDM-MAE | Break Genre Score0.037 | 14 | 1mo ago | |
| PROX (test) | Mutual Distance Prediction | Path Error (0.5s)44.2 | 13 | 1mo ago | |
| H3.6M | Eating Error (1000ms)0.93 | 12 | 1mo ago | ||
| Human motion prediction | SiMLPe | Params140,000 | 9 | 1mo ago | |
| AMASS (cross-dataset) | SkeletonDiffusion | ADE0.48 | 9 | 1mo ago | |
| HIK | Ours | Path Error @ 0.5s (mm)78.8 | 8 | 17d ago | |
| Human3.6M 2s horizon | MT-VAE | APD0.403 | 8 | 1mo ago | |
| H3.6M (test) | HistRepItself | MAE L2 (80ms)0.28 | 8 | 1mo ago | |
| 3DPW unseen real-life scenes | SkeletonDiffusion | ADE0.472 | 8 | 1mo ago | |
| 3DPW (test) | FreqMRN | MPJPE (80ms)11.6 | 7 | 1mo ago | |
| AMASS (test) | FreqMRN | MPJPE (80ms)9.8 | 7 | 1mo ago | |
| CMU Mocap washing window | MPJPE (80ms)4.9 | 6 | 1mo ago | ||
| CMU Mocap walking | ResChunk | MPJPE (80ms)5.74 | 6 | 1mo ago | |
| CMU Mocap soccer | MPJPE (80ms)9.2 | 6 | 1mo ago | ||
| CMU Mocap running | ResChunk | MPJPE (80ms)12.35 | 6 | 1mo ago | |
| CMU Mocap jumping | ResChunk | MPJPE (80ms)13.64 | 6 | 1mo ago | |
| CMU Mocap directing traffic | MPJPE (80ms)5.8 | 6 | 1mo ago | ||
| CMU Mocap basketball | ResChunk | MPJPE (80ms)10.18 | 6 | 1mo ago | |
| Human3.6M (Setting-C) | TCD | FDE (Random Leg, Arm Occlusions)77.5 | 6 | 1mo ago |
