Group Dance Generation on AIOZ-GDANCE 1.0 (test)
23.98FIDCoDancers
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoDancers2024.03 | 23.98 | 0.25 | 9.48 | 26.1 | 74.05 | 0.1 | 3.26 | |
| PDVAE2024.07 | 31.01 | 0.271 | 10.98 | 30.08 | 84.52 | 0.163 | 2.33 | |
| GCDgamma=0, mode=Neutral2023.10 | 31.16 | 0.261 | 10.87 | 31.47 | 80.97 | 0.167 | 2.53 | |
| GCD2024.07 | 31.16 | 0.261 | 10.87 | 31.47 | 80.97 | 0.167 | 2.53 | |
| GCD2024.03 | 31.16 | 0.26 | 10.87 | 31.47 | 80.97 | 0.17 | 2.53 | |
| EDGE2023.10 | 31.4 | 0.264 | 9.57 | 63.35 | 61.72 | 0.356 | 2.63 | |
| EDGE2024.07 | 31.4 | 0.264 | 9.57 | 63.35 | 61.72 | 0.356 | 2.63 | |
| EDGE2024.03 | 31.4 | 0.26 | 9.57 | 63.35 | 61.72 | 0.36 | 2.63 | |
| GCDgamma=1, mode=High Consistency2023.10 | 31.48 | 0.272 | 8.78 | 39.22 | 82.01 | 0.115 | 2.55 | |
| GCDnumber of dancers=2, setup=Neutral mode (y=0)2023.10 | 32.62 | 0.266 | 10.41 | 34.09 | 80.26 | 0.067 | — | |
| GCDgamma=-1, mode=High Diversity2023.10 | 33.37 | 0.255 | 11.34 | 35.63 | 78.19 | 0.209 | 2.58 | |
| GCDnumber of dancers=3, setup=Neutral mode (y=0)2023.10 | 33.94 | 0.266 | 10.02 | 36.25 | 79.93 | 0.084 | — | |
| GCDnumber of dancers=5, setup=Neutral mode (y=0)2023.10 | 35.08 | 0.264 | 9.92 | 38.43 | 81.44 | 0.168 | — | |
| GCDnumber of dancers=4, setup=Neutral mode (y=0)2023.10 | 35.89 | 0.251 | 9.87 | 36.28 | 81.82 | 0.125 | — | |
| TCDiff2024.03 | 37.47 | 0.25 | 15.1 | 13.86 | 81.98 | 0.13 | 0.51 | |
| Transflower2023.10 | 37.73 | 0.217 | 8.74 | 81.17 | 60.78 | 0.332 | 3.07 | |
| Transflower2024.07 | 37.73 | 0.217 | 8.74 | 81.17 | 60.78 | 0.332 | 3.07 | |
| GDanceRCross-entity Attention=true2023.03 | 43.9 | 0.25 | 9.23 | 51.27 | 79.01 | 0.217 | — | |
| GDancer2023.10 | 43.9 | 0.25 | 9.23 | 51.27 | 79.01 | 0.217 | 3.05 | |
| GDANCER2024.07 | 43.9 | 0.25 | 9.23 | 51.27 | 79.01 | 0.217 | 3.05 | |
| GDanceR2024.03 | 43.9 | 0.25 | 9.23 | 51.27 | 79.01 | 0.22 | 3.05 | |
| GDanceRnumber of dancers=52023.10 | 44.19 | 0.249 | 8.99 | 55.05 | 78.72 | 0.218 | — | |
| GDanceRnumber of dancers=32023.10 | 44.47 | 0.245 | 9.36 | 55.85 | 74.07 | 0.104 | — | |
| GDanceRnumber of dancers=42023.10 | 47.32 | 0.248 | 9.24 | 58.79 | 77.71 | 0.162 | — | |
| GDanceRnumber of dancers=22023.10 | 48.82 | 0.248 | 9.36 | 53.83 | 75.44 | 0.086 | — | |
| FACT2023.03 | 56.2 | 0.222 | 8.64 | 101.52 | 62.68 | 0.321 | — | |
| FACT2023.10 | 56.2 | 0.222 | 8.64 | 101.52 | 62.68 | 0.321 | 3.52 | |
| FACT2024.07 | 56.2 | 0.222 | 8.64 | 101.52 | 62.68 | 0.321 | 3.52 | |
| GDanceRCross-entity Attention=false2023.03 | 63.83 | 0.218 | 8.99 | 109.8 | 68.47 | 0.379 | — |