ST-GCN | Joint | 0.6838 | 0.5857 | 0.7111 | 0.5982 |
Bone | 0.7009 | 0.5920 | 0.7351 | 0.6056 |
Motion | 0.6966 | 0.5808 | 0.7298 | 0.5988 |
AGCN | Joint | 0.6789 | 0.5856 | 0.6927 | 0.6103 |
Bone | 0.6860 | 0.5785 | 0.7070 | 0.6061 |
Motion | 0.6858 | 0.6028 | 0.7080 | 0.6219 |
Multimodal transformer | Joint+music | 0.6456 | 0.5393 | 0.6722 | 0.5587 |
Bone+music | 0.6326 | 0.5263 | 0.6477 | 0.5466 |
Motion+music | 0.6303 | 0.5165 | 0.6487 | 0.5315 |
Inter-motion only | Joint | 0.7494 | 0.6850 | 0.7769 | 0.6994 |
Bone | 0.7396 | 0.6960 | 0.7696 | 0.7171 |
Motion | 0.7260 | 0.6772 | 0.7407 | 0.7030 |
Intra-motion+inter-motion | Joint | 0.8042 | 0.7151 | 0.8410 | 0.7389 |
Bone | 0.8202 | 0.7464 | 0.8573 | 0.7660 |
Motion | 0.8025 | 0.7179 | 0.8249 | 0.7381 |
Bone+motion | 0.8231 | 0.7651 | 0.8313 | 0.7910 |
Intra-motion+inter-motion+multimodal BA | Joint+music | 0.8166 | 0.7611 | 0.8497 | 0.7792 |
Bone+music | 0.8160 | 0.7642 | 0.8547 | 0.7891 |
Motion+music | 0.8028 | 0.7419 | 0.8226 | 0.7690 |
Bone+motion+music | 0.8221 | 0.7770 | 0.8609 | 0.8028 |
Intra-motion+inter-motion+multimodal BA+KE embedding | Bone+motion+music | 0.8310 | 0.7852 | 0.8654 | 0.8123 |