Action Quality Assessment on FS1000 Modality Missing Rate β=25% (supplementary)
0.74SRCC (Avg)BriMA
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BriMAPublisher=-2026.02 | 0.74 | 0.673 | 0.774 | 0.751 | 0.776 | 0.726 | 0.767 | 0.76 | 202.14 | 14.05 | 0.54 | 0.57 | 0.83 | 0.49 | 0.56 | 31.35 | 1.627 | 0.991 | 1.962 | 1.925 | 0.858 | 1.548 | 1.727 | 1.572 | |
| DER++Publisher=NeurIPS’202026.02 | 0.733 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.45 | — | — | — | — | — | — | — | 1.623 | |
| NC-FSCILPublisher=ICLR’232026.02 | 0.728 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.59 | — | — | — | — | — | — | — | 1.643 | |
| SIPublisher=ICML’172026.02 | 0.725 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.83 | — | — | — | — | — | — | — | 1.631 | |
| Fs-AugPublisher=TCSVT’242026.02 | 0.725 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.38 | — | — | — | — | — | — | — | 1.711 | |
| ST-MLAVLPublisher=CVPR’25, Training Strategy=Sequential Training2026.02 | 0.724 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.47 | — | — | — | — | — | — | — | 1.645 | |
| ASALPublisher=TVCG’252026.02 | 0.724 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.61 | — | — | — | — | — | — | — | 1.667 | |
| SLCAPublisher=ICCV’232026.02 | 0.719 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.41 | — | — | — | — | — | — | — | 2.133 | |
| MAGRPublisher=ECCV’242026.02 | 0.711 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.53 | — | — | — | — | — | — | — | 1.681 | |
| EWCPublisher=PNAS’172026.02 | 0.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.58 | — | — | — | — | — | — | — | 2.041 | |
| MERPublisher=ICLR’192026.02 | 0.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.58 | — | — | — | — | — | — | — | 1.818 | |
| LwFPublisher=TPAMI’172026.02 | 0.626 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.67 | — | — | — | — | — | — | — | 2.271 |