Crowd behavior generation on ZARA1 (test)
1.1132FDEOurs
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours2026.04 | 1.1132 | — | — | — | — | — | — | — | — | 0.7338 | 220 | 0.015 | |
| SPDiff2026.04 | 1.1244 | — | — | — | — | — | — | — | — | 0.745 | 246 | 0.0204 | |
| PCS2026.04 | 1.3289 | — | — | — | — | — | — | — | — | 0.8393 | 236 | 0.0157 | |
| NSP2026.04 | 1.4312 | — | — | — | — | — | — | — | — | 0.8241 | 226 | 0.0147 | |
| PECNet2026.04 | 1.5314 | — | — | — | — | — | — | — | — | 0.9848 | 244 | 0.0162 | |
| SFM2026.04 | 1.9857 | — | — | — | — | — | — | — | — | 1.1446 | 262 | 0.0171 | |
| CA2026.04 | 2.0341 | — | — | — | — | — | — | — | — | 1.2814 | 262 | 0.0178 | |
| STGCNN2026.04 | 6.9871 | — | — | — | — | — | — | — | — | 3.7361 | 2,085 | 0.1341 | |
| MID2026.04 | 7.9981 | — | — | — | — | — | — | — | — | 4.0312 | 3,013 | 0.1492 | |
| CrowdESMethod Type=Learnable2025.04 | — | 0.018 | 0.017 | 0.017 | 0.254 | 0.327 | 0.675 | 0.304 | 1.018 | — | — | — | |
| SE-ORCAMethod Type=Algorithmic2025.04 | — | 0.025 | 0.018 | 0.018 | 0.389 | 0.473 | 1.256 | 0.227 | 0.014 | — | — | — | |
| VAEMethod Type=Learnable2025.04 | — | 0.014 | 0.008 | 0.008 | 0.231 | 0.576 | 1.342 | 0.221 | 0.827 | — | — | — |