Trajectory Prediction on NFL Football Dataset (NFL) 2017
0.21minADE20LEapfrog Diffusion model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LEapfrog Diffusion modelTime=1.0s2023.03 | 0.21 | 0.34 | |
| MIDTime=1.0s2023.03 | 0.3 | 0.58 | |
| NPSNTime=1.0s2023.03 | 0.32 | 0.57 | |
| STGATTime=1.0s2023.03 | 0.35 | 0.64 | |
| Social-GANTime=1.0s2023.03 | 0.37 | 0.68 | |
| Trajectron++Time=1.0s2023.03 | 0.41 | 0.65 | |
| GroupNetTime=1.0s2023.03 | 0.43 | 0.64 | |
| Social-STGCNNTime=1.0s2023.03 | 0.45 | 0.64 | |
| STARTime=1.0s2023.03 | 0.49 | 0.84 | |
| LEapfrog Diffusion modelTime=2.0s2023.03 | 0.49 | 0.91 | |
| PECNetTime=1.0s2023.03 | 0.52 | 0.97 | |
| MIDTime=2.0s2023.03 | 0.71 | 1.31 | |
| NPSNTime=2.0s2023.03 | 0.73 | 1.39 | |
| LB-EBMTime=1.0s2023.03 | 0.75 | 1.05 | |
| STGATTime=2.0s2023.03 | 0.82 | 1.6 | |
| Social-GANTime=2.0s2023.03 | 0.83 | 1.53 | |
| GroupNetTime=2.0s2023.03 | 0.83 | 1.52 | |
| LEapfrog Diffusion modelTime=3.2s2023.03 | 0.87 | 1.5 | |
| Trajectron++Time=2.0s2023.03 | 0.93 | 1.65 | |
| STARTime=2.0s2023.03 | 1.02 | 1.84 | |
| Social-STGCNNTime=2.0s2023.03 | 1.06 | 1.87 | |
| MIDTime=3.2s2023.03 | 1.14 | 1.92 | |
| PECNetTime=2.0s2023.03 | 1.19 | 2.47 | |
| NPSNTime=3.2s2023.03 | 1.21 | 2.15 | |
| LB-EBMTime=2.0s2023.03 | 1.26 | 2.28 | |
| GroupNetTime=3.2s2023.03 | 1.32 | 2.27 | |
| STGATTime=3.2s2023.03 | 1.39 | 2.48 | |
| Social-GANTime=3.2s2023.03 | 1.44 | 2.51 | |
| STARTime=3.2s2023.03 | 1.51 | 2.97 | |
| Trajectron++Time=3.2s2023.03 | 1.54 | 2.58 | |
| Social-STGCNNTime=3.2s2023.03 | 1.82 | 3.18 | |
| LB-EBMTime=3.2s2023.03 | 1.9 | 3.25 | |
| PECNetTime=3.2s2023.03 | 1.99 | 3.84 |