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The validation accuracy of the proposed method for the complex human movement of the UCF-101 dataset.
| Model | 10 class (%) | 20 class (%) | 30 class (%) |
|---|---|---|---|
| C3D | 82.2 | 84.7 | 83.5 |
| Lite-3DCNN | 85.3 | 80.2 | 70.6 |
| Lite-3DCNN-LSTM | 81.1 | 83.5 | 75.2 |
| Lite-3DCNN-BiLSTM | 84.5 | 85.3 | 79.5 |
| Proposed method | 91.6 | 88.5 | 84.8 |
