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Top-10 performance improvement of ATEN over TSN [34] on HMDB51 and UCF101.
| HMDB51 | UCF101 | |||
|---|---|---|---|---|
| No. | Action category | Increment (%) | Action category | Increment (%) |
| 1 | Run | 15.71 | RopeClimbing | 5.88 |
| 2 | Pullup | 14.29 | Swing | 5.62 |
| 3 | Dive | 12.86 | TaiChi | 5.56 |
| 4 | Draw_sword | 11.43 | BreastStroke | 5.48 |
| 5 | Eat | 10.00 | HandstandWalking | 5.19 |
| 6 | Handstand | 9.99 | BabyCrawling | 5.15 |
| 7 | Wave | 9.65 | Basketball | 5.05 |
| 8 | Brush_hair | 8.57 | Rowing | 4.95 |
| 9 | Drink | 8.24 | Kayaking | 4.76 |
| 10 | Clap | 7.14 | ShavingBeard | 4.24 |
