Stochastic Human Motion Prediction on Human3.6M (subjects S9, S11)
0.403APDMT-VAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MT-VAE2025.05 | 0.403 | 0.457 | 0.595 | 0.716 | 0.883 | |
| CacheFlow (w/o Cache)Inference Time [ms]=415.92025.05 | 5.385 | 0.374 | 0.489 | 0.49 | 0.531 | |
| BeLFusion-DInference Time [ms]=39.32025.05 | 5.777 | 0.367 | 0.472 | 0.469 | 0.506 | |
| CacheFlowInference Time [ms]=1.32025.05 | 6.101 | 0.369 | 0.473 | 0.481 | 0.511 | |
| BoM2025.05 | 6.265 | 0.448 | 0.533 | 0.514 | 0.544 | |
| HumanMACInference Time [ms]=1172.92025.05 | 6.301 | 0.369 | 0.48 | 0.509 | 0.545 | |
| DeLiGAN2025.05 | 6.509 | 0.483 | 0.534 | 0.52 | 0.545 | |
| TPKInference Time [ms]=30.32025.05 | 6.723 | 0.461 | 0.56 | 0.522 | 0.569 | |
| GMVAE2025.05 | 6.769 | 0.461 | 0.555 | 0.524 | 0.566 | |
| Motron2025.05 | 7.168 | 0.375 | 0.488 | 0.509 | 0.539 | |
| HP-GAN2025.05 | 7.214 | 0.858 | 0.867 | 0.847 | 0.858 | |
| BeLFusionInference Time [ms]=449.32025.05 | 7.602 | 0.372 | 0.474 | 0.473 | 0.507 | |
| CoMusionInference Time [ms]=352.62025.05 | 7.632 | 0.35 | 0.458 | 0.494 | 0.506 | |
| SkeletonDiff.Inference Time [ms]=1013.52025.05 | 7.632 | 0.344 | 0.45 | 0.487 | 0.512 | |
| SLDInference Time [ms]=375.02025.05 | 8.741 | 0.348 | 0.436 | 0.435 | 0.463 | |
| DSF2025.05 | 9.33 | 0.493 | 0.592 | 0.55 | 0.599 | |
| DLowInference Time [ms]=30.82025.05 | 11.741 | 0.425 | 0.518 | 0.495 | 0.531 | |
| MultiObj2025.05 | 14.24 | 0.414 | 0.516 | — | — | |
| GSPSInference Time [ms]=5.12025.05 | 14.757 | 0.389 | 0.496 | 0.476 | 0.525 | |
| DivSampInference Time [ms]=5.22025.05 | 15.31 | 0.37 | 0.485 | 0.475 | 0.516 |