Action Quality Assessment on FS1000 Modality Missing Rate β=10% (supplementary)
0.9SRCC (Avg.)JT-MLAVL
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JT-MLAVLPublisher=CVPR’25, Training Strategy=Joint Training2026.02 | 0.9 | 0.92 | 0.89 | 0.9 | 0.9 | 0.88 | 0.89 | 0.88 | 64.89 | 6.39 | 0.23 | 0.24 | 0.5 | 0.25 | 0.26 | 10.39 | — | — | — | — | — | — | — | — | |
| BriMAPublisher=-2026.02 | 0.756 | 0.676 | 0.794 | 0.797 | 0.79 | 0.736 | 0.773 | 0.784 | 206.61 | 12.18 | 0.44 | 0.46 | 0.82 | 0.49 | 0.57 | 33.35 | 1.663 | 0.859 | 1.596 | 1.558 | 0.852 | 1.54 | 1.674 | 1.441 | |
| DER++Publisher=NeurIPS’202026.02 | 0.755 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.23 | — | — | — | — | — | — | — | 1.513 | |
| NC-FSCILPublisher=ICLR’232026.02 | 0.746 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.62 | — | — | — | — | — | — | — | 1.493 | |
| Fs-AugPublisher=TCSVT’242026.02 | 0.741 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.81 | — | — | — | — | — | — | — | 1.637 | |
| SLCAPublisher=ICCV’232026.02 | 0.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.75 | — | — | — | — | — | — | — | 2.109 | |
| MERPublisher=ICLR’192026.02 | 0.739 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.95 | — | — | — | — | — | — | — | 1.758 | |
| ASALPublisher=TVCG’252026.02 | 0.739 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.9 | — | — | — | — | — | — | — | 1.623 | |
| MAGRPublisher=ECCV’242026.02 | 0.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.75 | — | — | — | — | — | — | — | 1.609 | |
| ST-MLAVLPublisher=CVPR’25, Training Strategy=Sequential Training2026.02 | 0.728 | 0.63 | 0.762 | 0.74 | 0.757 | 0.721 | 0.744 | 0.726 | 209.44 | 15.38 | 0.56 | 0.54 | 0.86 | 0.55 | 0.61 | 32.56 | 1.686 | 1.084 | 2.026 | 1.821 | 0.892 | 1.736 | 1.899 | 1.592 | |
| SIPublisher=ICML’172026.02 | 0.719 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.77 | — | — | — | — | — | — | — | 1.65 | |
| EWCPublisher=PNAS’172026.02 | 0.716 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54.97 | — | — | — | — | — | — | — | 2.15 | |
| LwFPublisher=TPAMI’172026.02 | 0.699 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.19 | — | — | — | — | — | — | — | 1.726 |