Table 1.
Comparison of different models on different indicators.
| Model | Datasets | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Swimming Technique Datasets | ImageNet Datasets | Kinetics Datasets | Sports-1M Dataset | |||||||||||||
| Accuracy | Recall | F1 Sorce | AUC | Accuracy | Recall | F1 Sorce | AUC | Accuracy | Recall | F1 Sorce | AUC | Accuracy | Recall | F1 Sorce | AUC | |
| Wang et al. | 87.48 | 93.14 | 91.22 | 86.14 | 85.73 | 91.83 | 90.91 | 91.97 | 87.92 | 84.49 | 86.12 | 88.45 | 88.5 | 90.42 | 85.89 | 90.6 |
| Aust et al. | 86.08 | 91.66 | 88.04 | 89.55 | 86.53 | 85.2 | 88.25 | 93.34 | 89.77 | 90.46 | 88.06 | 92.25 | 87.72 | 89.18 | 88.18 | 89.02 |
| Biewe et al. | 89 | 84.34 | 89.74 | 93.64 | 89.72 | 88.8 | 86.53 | 86.52 | 88.19 | 86.35 | 85.05 | 85.88 | 87.4 | 85.35 | 89.85 | 91.71 |
| Sant et al. | 92.2 | 87.94 | 84.97 | 85.72 | 94.32 | 88.1 | 86.49 | 87.81 | 88.44 | 89.89 | 90.12 | 87.87 | 95.55 | 88.96 | 85.78 | 92.98 |
| Cabr et al. | 94.76 | 90.07 | 89.28 | 88.41 | 96.27 | 90.69 | 88.7 | 85.32 | 92.92 | 88.52 | 84.64 | 88.97 | 87.41 | 86.96 | 87.87 | 87.33 |
| Ma et al. | 94 | 87.76 | 86.02 | 88.98 | 89.16 | 87.84 | 89.23 | 90.74 | 86.88 | 87.07 | 88.64 | 91.7 | 89.33 | 88.09 | 89.13 | 89.64 |
| Ours | 97.03 | 94.01 | 93.85 | 96.22 | 97.38 | 95.08 | 93.71 | 95.71 | 96.88 | 95.56 | 93.19 | 95.22 | 97.71 | 95.52 | 92.58 | 96.17 |